{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "d44c58db-9f4f-4ab3-b150-f20339f05288",
   "metadata": {},
   "source": [
    "# CRR Perf Explore\n",
    "\n",
    "Creates some CRR tables and runs various insert/update/delete operations against them.\n",
    "Each set of operations is timed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "63da2777-d219-4fa0-ab70-ca29d8eff36f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Exception reporting mode: Verbose\n"
     ]
    }
   ],
   "source": [
    "%xmode Verbose"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "f947304b-dda8-4653-a069-c9b8127ea804",
   "metadata": {},
   "outputs": [],
   "source": [
    "import sqlite3\n",
    "import os\n",
    "import time\n",
    "import random\n",
    "import string\n",
    "import matplotlib.pyplot as plt\n",
    "import threading\n",
    "\n",
    "filenames = [\"./perf.db\"]\n",
    "connections = []\n",
    "\n",
    "def random_str():\n",
    "  ''.join(random.choices(string.ascii_lowercase, k=5))\n",
    "\n",
    "try:\n",
    "  for filename in filenames:    \n",
    "    os.remove(filename)\n",
    "    os.remove(\"{}-wal\".format(filename))\n",
    "    os.remove(\"{}-shm\".format(filename))\n",
    "except:\n",
    "  None\n",
    "\n",
    "  \n",
    "def connect(filename):\n",
    "  c = sqlite3.connect(filename)\n",
    "  c.execute(\"PRAGMA journal_mode = WAL\");\n",
    "  c.execute(\"PRAGMA synchronous = NORMAL\");\n",
    "  c.enable_load_extension(True)\n",
    "  c.execute(\"select load_extension('../../core/dist/crsqlite')\")\n",
    "  connections.append(c)\n",
    "  return c\n",
    "\n",
    "c = connect(\"./perf.db\")\n",
    "\n",
    "trials = 100\n",
    "batch_size = 1000"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "932a17a8-1458-44b6-8468-4c4713f76c2f",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Create CRR tables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "403cfb4d-6f67-4af6-a3a6-3d76ec765a8a",
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_crr_tables(c):\n",
    "  c.execute(\"CREATE TABLE user (id primary key not null, name)\")\n",
    "  c.execute(\"CREATE TABLE deck (id primary key not null, owner_id, title)\")\n",
    "  c.execute(\"CREATE TABLE slide (id primary key not null, deck_id, \\\"order\\\")\")\n",
    "  c.execute(\"CREATE TABLE component (id primary key not null, type, slide_id, content)\")\n",
    "\n",
    "  c.execute(\"select crsql_as_crr('user')\")\n",
    "  c.execute(\"select crsql_as_crr('deck')\")\n",
    "  c.execute(\"select crsql_as_crr('slide')\")\n",
    "  c.execute(\"select crsql_as_crr('component')\")\n",
    "\n",
    "  \n",
    "create_crr_tables(c)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3595f6df-6c45-41ae-bbbe-cab2becac0cb",
   "metadata": {},
   "source": [
    "# Create Vanilla Tables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "851ca5aa-35f5-4f2b-918c-7bb4b9086f4c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<sqlite3.Cursor at 0x109406040>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "c.execute(\"CREATE TABLE vuser (id primary key, name)\")\n",
    "c.execute(\"CREATE TABLE vdeck (id primary key, owner_id, title)\")\n",
    "c.execute(\"CREATE TABLE vslide (id primary key, deck_id, \\\"order\\\")\")\n",
    "c.execute(\"CREATE TABLE vcomponent (id primary key, type, slide_id, content)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f4146c35-24cf-41f5-84ce-29496900860d",
   "metadata": {},
   "source": [
    "# Insert / Update / Delete Defs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d3faaefd-d718-4b50-8bc6-447ab78c26f4",
   "metadata": {},
   "outputs": [],
   "source": [
    "def insert(pfx, count, offset):\n",
    "  for i in range(count):\n",
    "    c.execute(\"INSERT INTO {pfx}user VALUES (?, ?)\".format(pfx = pfx), (i + offset, random_str()))\n",
    "    c.execute(\"INSERT INTO {pfx}deck VALUES (?, ?, ?)\".format(pfx = pfx), (i + offset, i + offset, random_str()))\n",
    "    c.execute(\"INSERT INTO {pfx}slide VALUES (?, ?, ?)\".format(pfx = pfx), (i + offset, i + offset, i))\n",
    "    c.execute(\"INSERT INTO {pfx}component VALUES (?, ?, ?, ?)\".format(pfx = pfx), (i + offset, \"text\", i + offset, random_str()))\n",
    "    c.commit()\n",
    "\n",
    "def update(pfx, count, offset):\n",
    "  for i in range(count):\n",
    "    c.execute(\"UPDATE {pfx}user SET name = ? WHERE id = ?\".format(pfx = pfx), (random_str(), i + offset))\n",
    "    c.execute(\"UPDATE {pfx}deck SET title = ? WHERE id = ?\".format(pfx = pfx), (random_str(), i + offset))\n",
    "    c.execute(\"UPDATE {pfx}slide SET \\\"order\\\" = ? WHERE id = ?\".format(pfx = pfx), (i + 1, i + offset))\n",
    "    c.execute(\"UPDATE {pfx}component SET content = ? WHERE id = ?\".format(pfx = pfx), (random_str(), i + offset))\n",
    "    if c.in_transaction:\n",
    "      c.commit()\n",
    "\n",
    "def read(pfx, count, offset):\n",
    "  for i in range(count):\n",
    "    c.execute(\"SELECT * FROM {pfx}user WHERE id = {id}\".format(pfx = pfx, id = i + offset))\n",
    "    c.execute(\"SELECT * FROM {pfx}deck WHERE id = {id}\".format(pfx = pfx, id = i + offset))\n",
    "    c.execute(\"SELECT * FROM {pfx}slide WHERE id = {id}\".format(pfx = pfx, id = i + offset))\n",
    "    c.execute(\"SELECT * FROM {pfx}component WHERE id = {id}\".format(pfx = pfx, id = i + offset))\n",
    "\n",
    "def single_stmt_insert(pfx, count, offset):\n",
    "  values = []\n",
    "  offset = offset + 1000000;\n",
    "  for i in range(count):\n",
    "    values.append(\"({}, '{}', {}, '{}')\".format(i + offset, \"text\", i, random_str()))\n",
    "  sql = \"INSERT INTO {pfx}component VALUES {values}\".format(pfx = pfx, values = \", \".join(values))\n",
    "  c.execute(sql)\n",
    "  c.commit()\n",
    "\n",
    "def time_x(type, fn):\n",
    "  timings = []\n",
    "\n",
    "  # do N trials\n",
    "  for i in range(trials):\n",
    "    start = time.perf_counter_ns()\n",
    "    fn(type, batch_size, batch_size * i)\n",
    "    end = time.perf_counter_ns()\n",
    "    timings.append((end-start)/1000000)\n",
    "  \n",
    "  return timings\n",
    "\n",
    "def plot_timings(crr, vanilla, title):\n",
    "  plt.plot(crr, color='blue', marker='o',mfc='navy' )\n",
    "  plt.plot(vanilla, color='red', marker='x',mfc='pink' )\n",
    "  plt.xticks(range(0,len(crr)+1, 1))\n",
    "\n",
    "  plt.ylabel('time')\n",
    "  plt.xlabel('trial')\n",
    "  plt.title(title)\n",
    "  plt.show()\n",
    "\n",
    "def plot_xincrease(crr, vanilla, title):\n",
    "  multiple = [c / v for c,v in zip(crr, vanilla)]\n",
    "  plt.plot(multiple, color='brown', marker='o',mfc='red' )\n",
    "  plt.xticks(range(0,len(crr)+1, 1))\n",
    "\n",
    "  plt.ylabel('x')\n",
    "  plt.xlabel('trial')\n",
    "  plt.title(title)\n",
    "  plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2752c7d6-c305-4609-aa58-348119236c10",
   "metadata": {},
   "source": [
    "# Insert"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "b711d0ea-4e62-480d-aff4-57c8b3c7ff9a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "perf_vanilla_insert = time_x(\"v\", insert)\n",
    "perf_crr_insert = time_x(\"\", insert)\n",
    "\n",
    "plot_timings(perf_crr_insert, perf_vanilla_insert, \"Insert\")\n",
    "plot_xincrease(perf_crr_insert, perf_vanilla_insert, \"x increase\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "26458ecd-3a27-45c0-8ddd-9cdcc536c5e0",
   "metadata": {},
   "source": [
    "# Update"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "8d0681e2-a52c-4b96-abd7-c3a19f0f9ebe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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svhcTE6N/Zu+5556DxWLRX4mJiWW7EURERE5i05LreTSQycvLw80334xnn30WDRs2xL333osRI0Zg7ty5JV7mpEmTcObMGf114MABF6aYiIio5NjZ1/U8GsjExcWhdu3aNtNq1aqF/fv3AwBiY2MBANnZ2TbzZGdn65/Z8/f3R1hYmM2LiIioPGCNjOt5NJBp2bIldu3aZTNt9+7dSE5OBqB2/I2NjcXatWv1z3NycrB582akpaW5Na1ERESlZVQjw0CmdDw6aunBBx9EixYt8Oyzz2LgwIH4/vvvMW/ePMybNw8AoCgKxo8fj2eeeQYpKSmoUqUKJk+ejPj4ePTp08eTSSciIio2oxqZa9eAvDzA5PEnu3knjwYyTZo0wYcffohJkyZh+vTpqFKlCmbNmoXBgwfr8zzyyCM4f/487r33Xpw+fRqtWrXCF198gYCAAA+mnIiIqPiMfqJAm87LWsl4NJABgJ49e6Jnz54OP1cUBdOnT8f06dPdmCoiIiLXM/rRSICBTGmwIouIiMhNrAMZX9+C06n4GMgQERG5iXXTkskE+PjYTqfiYyBDRETkJtY1MtZ/WSNTcgxkiIiI3MS6Rsb6L2tkSo6BDBERkZs4qpFhIFNyDGSIiIjcxFGNDJuWSo6BDBERkZvY18iwaan0GMgQERG5iX2NDDv7lh4DGSIiIjdhjYzrMZAhIiJyEwYyrsdAhoiIyE3YtOR6DGSIiIjchDUyrsdAhoiIyE0c1cgwkCk5BjJERERu4qhGhk1LJcdAhoiIyE34EwWux0CGiIjIDfLygGvX1P/5o5Guw0CGiIjIDayDFXb2dR0GMkRERG5gHayws6/rMJAhIiJyA+saGf5opOswkCEiInIDrdbF1xdQFPV/Ni2VHgMZIiIiN7Afem39P2tkSo6BDBERkRvYD722/p81MiXHQIaIiMgNjGpkGMiUHgMZIiIiN9CCFTYtuRYDGSIiIjfQghU2LbkWAxkiIiI3KKyzLwOZkmMgQ0RE5AaFdfZl01LJMZAhIiJyA3b2LRsMZIiIiNzAqEaGnX1Lj4EMERGRG7BGpmwwkCEiInIDPhCvbDCQISIicgP+REHZYCBDRETkBkYPxGONTOkxkCEiInIDowfisUam9BjIEBERuQE7+5YNBjJERERuwM6+ZYOBDBERkRuws2/ZYCBDRETkBoXVyFy7BuTluT9NNwIGMkRERG5QWI0MAFy96t703CgYyBAREblBYcOvATYvlRQDGSIiIjcwGn5t/T87/JYMAxkiIiI3MGpaMpkAHx/bz6l4GMgQERG5gVFnX+v3rJEpGQYyREREbmBUIwMwkCktBjJERERu4KhGhs+SKR0GMkRERG7AGpmywUCGiIjIDYyGX1u/Z41MyTCQISIicgOj4dfW71kjUzIMZIiIiNzAUY0MA5nSYSBDRETkBo5qZNi0VDoMZIiIiNyAnX3LBgMZIiIiN+AD8coGAxkiIiI3cFQjw6al0mEgQ0RE5AaskSkbDGSIiIjKWF4ecO2a+j9rZFzLo4HM1KlToSiKzSs1NVX//NKlSxg1ahQiIyMREhKCjIwMZGdnezDFRERExWdd28LOvq7l8RqZOnXq4MiRI/rr66+/1j978MEH8cknn2D58uXYsGEDDh8+jH79+nkwtURERMVnXdvCpiXX8vF4Anx8EBsbW2D6mTNnsGDBArz//vto3749AGDhwoWoVasWvvvuOzRv3tzdSSUiIioR6yCFz5FxLY/XyOzZswfx8fGoWrUqBg8ejP379wMAtm7diqtXr6Jjx476vKmpqUhKSsKmTZscLu/y5cvIycmxeREREXmSFqT4+gKKYvsZa2RKx6OBTLNmzbBo0SJ88cUXeP3117Fv3z6kp6fj7NmzOHr0KPz8/BAeHm7znZiYGBw9etThMp977jlYLBb9lZiYWMZbQUREVDhHQ6+tp7FGpmQ82rTUrVs3/f/69eujWbNmSE5OxrJlyxAYGFiiZU6aNAkTJkzQ3+fk5DCYISIij3I09Np6GmtkSsbjTUvWwsPDUaNGDezduxexsbG4cuUKTp8+bTNPdna2YZ8ajb+/P8LCwmxeREREnlRYjQwDmdIpV4HMuXPn8McffyAuLg6NGjWCr68v1q5dq3++a9cu7N+/H2lpaR5MJRERUfE4+uVr62lsWioZjzYtTZw4Eb169UJycjIOHz6MKVOmwGw2Y9CgQbBYLBg+fDgmTJiAiIgIhIWFYcyYMUhLS+OIJSIi8iqOfvnaehprZErGo4HMwYMHMWjQIJw4cQJRUVFo1aoVvvvuO0RFRQEAZs6cCZPJhIyMDFy+fBldunTBnDlzPJlkIiKiYiusRoaBTOl4NJBZunRpoZ8HBATgtddew2uvveamFBEREbleYTUybFoqnXLVR4aIiOhGxM6+ZYeBDBERURkrbPg1a2RKh4EMERFRGWONTNlhIENERFTG+EC8ssNAhoiIqIzxJwrKDgMZIiKiMsbh12WHgQwREVEZc+aBeKyRKRkGMkRERGXMmZ8oYI1MyTCQISIiKmP8iYKyw0CGiIiojLGzb9lhIENERFTGOPy67DCQISIiKmPOPBDv6lVAxH1pulEwkCEiIipjznT2tZ6PnMdAhoiIqIw509kXYCBTEgxkiIiIypgzD8QD2OG3JBjIEBERlbHCamTMZvUFsEamJBjIEBERlbHCOvsCHLlUGgxkiIiIylhhw68BPkumNEoUyPzxxx948sknMWjQIBw7dgwAsGrVKvz6668uTVx5lZsLZGUBS5aof3NzPZ0iIiIqz1gjU3aKHchs2LAB9erVw+bNm5GZmYlz584BAHbs2IEpU6a4PIHlTWYmULlyLtq1A26/HWjXTn2fmenplBERUXlVWGdfgD8cWRrFDmQee+wxPPPMM/jyyy/hZ1VH1r59e3z33XcuTVx5k5kJ9O8vOHhwL4A3ATwL4E0cOvQH+vcXBjNERGSosM6+AH84sjSKHcj8/PPP6Nu3b4Hp0dHROH78uEsSVR7l5gLjxuVCZDeApQAOAbgK4BBElgDYg/Hjc9nMREREBThbI8NApviKHciEh4fjyJEjBab/+OOPqFSpkksSVR5t3AgcPGgGsNHwc5GNOHDAjI3GHxMR0b+YszUybFoqvmIHMrfddhseffRRHD16FIqiIC8vD9988w0mTpyIO++8syzSWC7kx27HHMxxzG4+IiIiFWtkyk6xA5lnn30WqampSExMxLlz51C7dm20bt0aLVq0wJNPPlkWaSwX4uK0/6IdzBFtN9+/C0dyERE5VlSNDDv7lpxPcb/g5+eH+fPnY/Lkyfjll19w7tw5NGzYECkpKWWRvnIjPR1ISMjFoUOtr/eJsaUo6UhIyEV6utkDqfOszEy1/5Da9KZKSMjF7Nlm9OvnwYSR18nNVZtxjxxRbwrS0/OfeErkzYoafs3OviVX7EBGk5SUhKSkJFempVwzm4HZs83o3z8FijIIIhuhNidFA0gHkIJZs5R/XaGrjeQS2Qu1/5CaJ4cOtUb//ilYsUJhMENOYUBM3sjZ4LuoB+Kxaankih3IiAhWrFiB9evX49ixY8jLy7P5PPMGHoPcrx+wYoWCceOq4eDBGvp0szkXH3zw77tg54/k2gt1JJdGHcmlKIMwfnw19O5t/tcFeFQ8DIjJGzkbfOflAdeuqf/zOTKuV+w+MuPHj8cdd9yBffv2ISQkBBaLxeZ1o+vXD/jrLzPWrwcWLgR8fYHcXDPq1vV0ytyPI7nIFfhoA/JGxXmumHUtC5uWXK/YNTLvvPMOMjMz0b1797JIj1cwm4G2bdX/33sPWLMGWL0aqFnTo8lyO47kIldwLiCugY0b8887Ik8qbm20dS0Lm5Zcr9g1MhaLBVWrVi2LtHilzp3Vv//7n2fT4QnFHcnFkU1khAExOau8lCHFrY22Dk74HBnXK3YgM3XqVEybNg0XL14si/R4nS5d1L/r1//7DkBtJJeitDb8XFHSkZiYi/R0/kYVOcZHG5AzylMZUtzgW7s2+PoCimL8DdbIlFyxm5YGDhyIJUuWIDo6GpUrV4avr6/N59u2bXNZ4rxBvXpAbCxw9Cjw7bfqyfVvoY3kyshIATAI1p00rUdyffxx+ezIaTTaAODwX3fTAuKDB1sD4KMNqKDy1hncNvg+ZDCHbfBd1MPwAHb2LY1iBzJDhw7F1q1bMWTIEMTExEBxFF7+SyiK2rz09ttqP5l/UyADqJ2fb79dwfvvVwNQw+qTXNx5p4KLF4EHHyx/I5uMRhtERqr11CdOlJ/hv/+G56o4GxDfaNtNzimPoyOL+1yxoh6GB7Czb2kUO5D57LPPsHr1arRq1aos0uOVtEDmv/8FGjS4cS84jhw6BABmjBsHNGsGzJoFfP89sHix+gJK15HT1Rdz47u7pjhxogOA3SgPd3xaOj39XBV31VrdcgsQFKTgwgXbgDggIBfvvVd43v8bgr1/s/LYGbyw4FtRCgbfRT0MD2DTUmkUO5BJTExEWFhYWaTFa6kHXi727jXj9tvVaa684JTngvrsWbVJDQBGjwZ++gn44QcBoAUJFQH0gbNtyfbbevy4WqPjqou58d2dAqAR1CCmfNzxlYeqdHfWWm3eDFy4AFSoYMby5epxNGECcOmSGRcuqJ07jY798hDsUdkqr53B+/UD2rZVkJVlG3yHheXirbdsz09nmpbY2bfkih3IvPTSS3jkkUcwd+5cVK5cuQyS5F0yM4Hhw60v3MW74BQVpJT3gnrDBuDqVaBqVaBKFaBdO/sgQTvEim5LNtpWoGDeHjzYGhkZKRg/XkHv3sUL7Izv7pIAVADwX8PvuOqOz9mAtDxUpbu71uqLL9S/XboAHTqor3ffBbZty8Udd9ge+zNmmBEVBXz8MTBrVsnPvbJUnm8+NOUtjY7SU9z+KO4iAuzaBQBmvPgisHs3MG8eYLGY0bu37bwXLqh/L11SR1sZ5TVrZEqu2IHMkCFDcOHCBVSrVg1BQUEFOvuePHnSZYkr70p7wSkqSHF0V250IQc8UyitXq3+7dzZUZCwH8ApqH0dlhb4vtaWfPy4GQMHWm/rPwBGAThi971QAFEAFMyapTZjGQV2jgpF47u7UINp1kp/x2e0rytVysW995qRkmKbRk9XpXui1mrVKvVv167q38xMYNs2oyC2OwYOjIHaXJl7/fPyUYumKe83H0D5S2Nh6end2zO/c1dUoPfbb+pnAQHAqFFqYLN8ObB/P/DCC0Dlyvm1yiNH5gIw4+hRtR+lUV4709nXncGnM+sqL8FwsQOZWbNmlUEyvFNpLjhFNR188IGCCROMgqSCF3JPdlLVnp/TubOjIEEA/A/AQAC3Afga9h05X3pJMegQnAwgDMAyq2WlXl/Obqi1J8Z34I4KxRkzzMjO1qZY392dNZhmrXR3fI5qNw4dSseUKQX3WX5B5pmqdHfXWh07Bmzdqv7fuXN+IFUwSAkFEAd1/+8F0AOeCvYcKQ9Ngt6WRmfS4+7O4M4EelrZ17q1GswA6oV85cpcPP544bXKRnldVGdfdwafzqyrPAXDJRq1RKqStt06U5MzalQ1/POP/cXE6ELu2ur+4kTYf/2lVqeazUD79sCPP2qf2AcEO6EGJN0ADLdeG956S0FUlNGF076WRAHQGUXVCOTl2dfsOLqTtx7q61ytUXHu+LR8PHTIaNRWKgDH+2zqVG0koGsDK2f3rStqrYpzHGkXhJtuUufNyjI6Huz3v/abIOWn30R5aBIsr2l0dDw4m55du8wIC1OQk2PbH0VRiu4MXlzOBnpffqnOrz0UNTMT+OQT66DFUa2ycV4X1rTkzuDTmXUB5SsYduqBeDk5OTb/F/b6Nynpg7wKr8lRILLnehADOL6QHwJwDbbV/aX7jRpHD5xavtz4aZraBah5c8BiKeoBeTsBHEVUVC7eeQeoUQMAzPj2W3W0l+22Ara1JEB+jYCjO/CvceCAGXffbfSbPdqdvPabKB8BSIFaQ5QAwBfAVqgF5KDr0/yu/x0E9Y7P+YLdOh+HDIFdQGq0H2332fz5uUhI0IItI+mIisrFoUPq/rhypeD+sX8C6ooVBfdtcnIupk8vuF+Nj2v7/WHPtq9TcR5cpvWP0ZqVjAMp+/3vfHrcxRt+e8wTaSzseHA2Pc8/D+TkALGxZqxZo/afio4GRMyFDmkuLmd/9+vCBfWcAYBOnRx9Lw5qrbJzee2oacmdv0XmzLrGjcstd7+N5lSNTIUKFXDkyBFER0cjPDzc8NkxIgJFUZD7L3rufFHPEsi/4JiRlQW0aIFCLtyAeqfeGWqBrdHuyo2q9l1X3e+4P451TYZK69vx2Wfq+06d1L/akMT+/VOgKIMgkr8cbUji3LlqpL55M7B7dy7mz7eODqxrIOxrSQqrEUgFoD5i+ezZou7kgfwgsDOsa4jUJrpqOHHC9nk4992n4PLl/E56gOMhyQU7oNqP2ipqn32NgwdroFcv4OBBo6r0bgBi8M8/ZgwZon7HbM5Fbm5+Pho1NRas3jZu2poxw4yICCAiIhcnTzpba6XmcUREHrKyTJg+3bk7tdxctbP4ypXqe+04Mu7cab//C69Fc3TulWVbvjtG15R0OLz2Pcdlj3EaS9JPwjqv9+wBpk51fDyMG6fYrLegfwAACxao7+6+W+0IDqgj2154QQ3EMzIKyzXnOdtd4I03gIsXgZgY9aGoGzY4U6tszzavte6mBw/C5phdu7Z4XRicOUaMzgcAeOWVotallk/Xl+hUetzBqUBm3bp1iIiIAAAsXLgQiYmJMNsdzXl5edi/f7/rU1iOFXbhduaCY1tQ2zcbadWShV3ICztRFABqw+3atYWPkMnKAkaMcNQfR+uT4PgCOGdOLurVU9tF+/UDVqxQMG5cNasDXr1IzpqV34fltdeMqmCtL0r2fWv2GuSZfb5tA9Aexnfy9oHDTgC7oNZo9cDMmcCYMeo2aSf8s88Cv/wCzJ2rvgDjIMF2mn3fDvtRW84FZJ98Aqj70LYqXc0XbX9UANAPubmFjSwyqt42btqyDVrNUGutrAOprde/Zz2tCdT95o+TJ4Fp0xx1wF0KYBhGjKgEi8WEU6cKDqu/885cvPyyo86d1jUwh1B436uiz73idBC356nRNc4Oh7fvRG70CAPjNCoA6gMAsrPVWjz77zmzbNu8Lvx4WLCgEtSGAaP0pELdl9qzqoCFC3PRqJH5+oM41UDm00+BM2fUWmGgdM8+cjYYta6NURRH37M/Zu3Z1mKOHq12CP79d7XWquD1ouhy3mh/GB0jRd/8FF4+OZ4nf7o7m3UVEZHifMFsNuu1M9ZOnDiB6Ojoclcjk5OTA4vFgjNnzpTZ828cDxu2veA4vrgoAMZAPQCsT3jri7TWufFN5J8UyQDuspumfc+2Zsd62KrjZ7RYL8coTdbpsa5taQ2g4N22ozbxypVzcfCgfeFmveyCF6X8vi1/IL+WwD6NRvlRF0AGgGehVn/a8wMwCe+/DwwalD81v4bKNogrGABYTzPaR86k0XHeqs1LKRg7VsGSJbn45x8t34z2j9E0+/U5c6xZb5sapGgKFnjWx3kAgCEOts2+ptH6ewWPI0DNf2DP9RuEfwA8gIL9DYpatv25l78ukRRMm6YgJUWtOZg/37iDeOHnjO3omsTEXBw5Yn2MahQAwxARUQnLlpnQtq1zI0AA+5o+Z45H231mmx+O+m04s4+KWrZ9Xjt7PNif19o8hZc1ffsCdeoAv/8OPPqo+jBSo/3oTLBnXSPx4IMwSLMmEcDd+s/SLFoEDB2qBjbqU92LKkPzKcogJCRUw4wZWr++0uYjYLzPrI8Ro/OhqDJMW1dh1yJrCQCGY/360tfIOHv9LnYgYzKZkJ2djaioKJvpf//9N2rXro3z58+XLMVlxB2BDGDbuXP8+FwcP17YBQdw/sDQ7krCUPSF3H651hfE7sgPCDTaQX8Iak2G9cXe2Qvg9ZRcPyn37Su8L4nxCW+0rarExFy89JLtc0MURbu4BQAYXEQaHQUOmoInnXGw5Uzg4Chost4n30AtSLKLWHY+RRmEihW1zt/adhhtlzOBnNE8ha2/4AUYUPfjwIG5OHnSOo+Mtt/+eHR0Ic3fVu04+vhjRzcIe2A0csW5YE+TCrXJz99qucU5ZwoGm+PHK1izBvjlF/s05tdaaZwZAVJ4TZ8z535hQYv1TUM4Cr/RcmbZRulx5niwvpDusVq2UdB6fcutjpEhQ4ClS9WaDFXJgr2CeW0UjNofM0BcXC5efVUNYitXzsWhQ3/YdTMwvkHTmtq10an5ZY2zNyjO7Gv77zmz7JLOk8/Za4EznL1+Oz1qacKECdcTqWDy5MkICgrSP8vNzcXmzZtx0003lTzFXs5sVi+EWVnA8eNm5LcfFta0sQzqhbvm9WlGVXU7AewD8Bi6dTNj1Sr7Zizr6v6voVb97UbhTUT2B33y9fkK65Pgmv44hVfd5m/r6NFqu3d6ev7J0LYtkJ5esNkqf1lGzQ1HAeSgOCOSnB9+bD/NUVWy9b6++/o0C/KbaAIMlp1PZCP++UfbXm1bnW1qtE+T0TyF7Vs1T0+eHA6zOb8WwWwGTp60zyP7dRn1TzIaVm+1NqvjqF8/oHdvs92TnhU8+KDt/k9MVJstIyKAl1925tyzv7hkwDawBIo+Z6zny38cgioPFks1nDmjpbFg8HPokPosqGnTFJw6ZfRgP+smQqOh5vbbVpy8tj4eh0O9cBf2PWeWbZTXzhwPgBrcn4AaJFif14UfI//5D/DBB1q+Ge1Ho2cfGTWr2jfHarUW1k2WTQy+F42jR22HiBfsZnAO6jFTHfnlfH5Te0SEfVljlI/25do3KFjOG+1r+2U5U4YZlaH25ZPjZl2jn2dwB6cDmR+vj60VEfz888/ws+oq7ufnhwYNGmDixImuT6GXKXihLqxPRP6FW+WoLVWt/XrkEeCeewpeyAt2Ul1h9V1nCiGjjpPOXACtqdOLahctuh+Buq0ZGcYBkfXFbe1a4Jln7JelFdK2HXnV9Bf9myi221BUkGA/rbAOqDsBNERUVDBmzjTjjz8UzJ/vKCCzZz1d21ajoMlomn2ajOYp/r41ziP7dRkVnMVbl3aDYK1vX7NdE4wa7C5ZYrsM43XZnw/JUGskinvOAI6eawS0xpkzKZgyBXjlFftaK0DtI/IjgGRMmeIP49oW6wuw0VBzZ240nC177APSkizbaF3OHA/W6XkPwN3o0wf46CNH6c6fPnu2db8+o/3oTLBnFOwYDQawD/bU+ayHUe/bZzbsH2hdq1yyY1bLn2VQAxjtZsh6W50pn5y9+XFUhhY9j3VfSHdyavg1AKxfvx7r16/H0KFDsWrVKv39+vXrsXr1arzxxhtISUkpy7R6hYJDV8/avbenXrijohwNW1ZrDRITc5Gerl7I//rLjPXrgfffB9avB7KzzcjONuPJJ7VvGN1tF1ZQaRF2DeQPSbauyXBmO5zryFj4EG3bbXVEu7hNnepoWTsBvALgACIi8rBmDbB8uYKEhGpQT7pJAIYjIaGa4fMOnB9+bD/NKB/9ACRAUQZBUVIwd64ZgwcDTz2Vvx/z91vheWt7jFhfJFDINPs05QE4bTdP8fetcR7Zr0ur6XNUQ+Tcuuxp+3/QINj0NXHu3LM/HwqroSrsnHE8jB5YAkXZgzlzcg1qrYD8AOgvAJ+hYCDhzFBz+2lF1cYZse4eUNj3nFm20bqcOR6sqU+rrKvFbUUcI7Z568xF2mi/Onqsg1aGXB+aWeQP35r1WkT78nnfPjMGDCjNMWudJutnGBS1r53ZR47WZ7/9Rc8zc6a6rZ544KPTgYxm4cKF/NHIQhS8UBtdXPJpF+45c8wA1GpJ+wug/XNMjApyszl/WKLtAedsAadF2NFQL/aPQb0DrQG1JsPoAlhwOwoLQLS0z57t/LaWfFm3QVESMH++CR06AP37GxcwRiedcbDlbOBgn4+Og6aiAzKV8TFSCcA62AZNjp6HY129fTfUO1freeyDVuP1W+9bxwGptv2VAbS7Ps36OHPufCjqODLi3Llnfz4YnQvOnDNFPddoo8GzoICCAdAlg3kKq+mDg2lG21F0XkdF5TrxPWeW7WhdRR0P1tTpbdsWfT5ERORdf1fYfnQmICus1koA/GT1vni1iPZBi5HiXy9aObnPjKY5W4ZpBIqSgoSE3EL2hzpPYmIuxozx3G91FTuQocIVvLgaXXAKXrj791eHLVeq5FytgRHji0txCrjCajKMLoAlC0C0Idql2daSLMvZAsY4QDIKEgoLHP4BIBg/vvCgyfH6nDlGMgAoMJurW217R0RG5iEy0jY/EhNjsGxZfiA3bZp1DZV90Fr0vi08zQ0B+GHKFPV5NLYP9iu81qq4Dx8sPB+Nzj0tcNDOB6NzwZlzxrkmsoLLKUlti1Ge2R97RjcaRef1a6+ZDcoMZ2rx7OcprJwr7HjIpwWxbdsWfT6MG6ddugrbj84EZM7VEDozT0mG1ZfkeuHcPjM6Ropz85O/vtmzzS67+SwrxR615G3cNWrJntEoBPux+2onxZI9y6Kw9To/bFVr3y/YWcvRUGqj4Y1G2+EMV/7gWFn8eJmzz+0wmlaSPDFanzPHiKOHWxX3QWZGQ4uL2o6i0lzweNT6kVgPqy95njmbpoLPNvkD+aNS7M8FZ84Z54agRkXl4vhx65Es9iN5nB2loq2/M6yH2xoPh7cf1VV4Xju/j5xbdmHlnKN1GZU7hR1bxqOEjMo0rZPunuvTij9iUL1xgMGIpPx5SjtKp7jXi+KcVyV7jkzB89HZ8smVymz4tbfxVCADOHfBKYso1vFzbYpXwDm7XZ76xVN3cPbhWkbTSpInns7bkqy/qO84KgALdoB03bY687RZ24tAwSHSRZ8z9gFRPvtnhOSvKwC2jwwAir4AW69fveCPH2/8y/eObjSKymtn9pGzyy6qnCvOBbGwY8v4Yl5wPxYd7BnntXVwBTgfgJVUca8XxTmvgLK5+Snr8omBzHWeDGQ8ydm77bK8mBBpPB2g2XP0y70jRhT+1NrCn2tkfHEruC6jAMiZ2payvdEoyc8ReDpgd2Y/OhPsldcaiaKUt/PK1RjIXPdvDWSM3OgHPVFxuOLCXZLmQOMaoaJrW3jOGnNVLSJQ/mok/u0YyFzHQIaIylJJLm7l8e6eqLxx9vpdbkYtPf/881AUBePHj9enXbp0CaNGjUJkZCRCQkKQkZGB7OxszyWSiMhOcYbbahw9b4RBDFHxOf1k37L0ww8/4I033kD9+vVtpj/44IP47LPPsHz5clgsFowePRr9+vXDN99846GUEhG5htFTi4mo+DxeI3Pu3DkMHjwY8+fPR4UK+R3dzpw5gwULFmDGjBlo3749GjVqhIULF+Lbb7/Fd99958EUExERUXnh8UBm1KhR6NGjBzp27GgzfevWrbh69arN9NTUVCQlJWHTpk0Ol3f58mXk5OTYvIiIiOjG5NGmpaVLl2Lbtm344YcfCnx29OhR+Pn5ITw83GZ6TEwMjh496nCZzz33HKZNm+bqpBIREVE55LEamQMHDmDcuHF47733EBAQ4LLlTpo0CWfOnNFfBw4ccNmyiYiIqHzxWCCzdetWHDt2DDfffDN8fHzg4+ODDRs24OWXX4aPjw9iYmJw5coVnD592uZ72dnZiI2Ndbhcf39/hIWF2byIiIjoxuSxpqUOHTrg559/tpk2bNgwpKam4tFHH0ViYiJ8fX2xdu1aZGRkAAB27dqF/fv3Iy0tzRNJJiIionLGY4FMaGgo6tatazMtODgYkZGR+vThw4djwoQJiIiIQFhYGMaMGYO0tDQ0b97cE0kmIiKicqZcPEfGkZkzZ8JkMiEjIwOXL19Gly5dMGfOHE8ni4iIiMoJ/kQBERERlTte9xMFRERERMXFQIaIiIi8FgMZIiIi8loMZIiIiMhrMZAhIiIir8VAhoiIiLwWAxkiIiLyWgxkiIiIyGsxkCEiIiKvxUCGiIiIvBYDGSIiIvJaDGSIiIjIazGQISIiIq/FQIaIiIi8FgMZIiIi8loMZIiIiMhrMZAhIiIir8VAhoiIiLwWAxkiIiLyWgxkiIiIyGsxkCEiIiKvxUCGiIiIvBYDGSIiIvJaDGSIiIjIazGQISIiIq/FQIaIiIi8FgMZIiIi8loMZIiIiMhrMZAhIiIir8VAhoiIiLwWAxkiIiLyWgxkiIiIyGsxkCEiIiKvxUCGiIiIvBYDGSIiIvJaDGSIiIjIazGQISIiIq/FQIaIiIi8FgMZIiIi8loMZIiIiMhrMZAhIiIir8VAhoiIiLwWAxkiIiLyWgxkiIiIyGsxkCEiIiKvxUCGiIiIvBYDGSIiIvJaDGSIiIjIazGQISIiIq/FQIaIiIi8FgMZIiIi8loMZIiIiMhrMZAhIiIir8VAhoiIiLwWAxkiIiLyWh4NZF5//XXUr18fYWFhCAsLQ1paGlatWqV/funSJYwaNQqRkZEICQlBRkYGsrOzPZhiIiIiKk88GsgkJCTg+eefx9atW7Flyxa0b98evXv3xq+//goAePDBB/HJJ59g+fLl2LBhAw4fPox+/fp5MslERERUjigiIp5OhLWIiAj83//9H/r374+oqCi8//776N+/PwBg586dqFWrFjZt2oTmzZs7tbycnBxYLBacOXMGYWFhZZl0IiIichFnr9/lpo9Mbm4uli5divPnzyMtLQ1bt27F1atX0bFjR32e1NRUJCUlYdOmTQ6Xc/nyZeTk5Ni8iIiI6Mbk8UDm559/RkhICPz9/XH//ffjww8/RO3atXH06FH4+fkhPDzcZv6YmBgcPXrU4fKee+45WCwW/ZWYmFjGW0BERESe4vFApmbNmti+fTs2b96MkSNHYujQofjtt99KvLxJkybhzJkz+uvAgQMuTC0RERGVJz6eToCfnx+qV68OAGjUqBF++OEHzJ49G7feeiuuXLmC06dP29TKZGdnIzY21uHy/P394e/vX9bJJiIionLA4zUy9vLy8nD58mU0atQIvr6+WLt2rf7Zrl27sH//fqSlpXkwhURERFReeLRGZtKkSejWrRuSkpJw9uxZvP/++8jKysLq1athsVgwfPhwTJgwAREREQgLC8OYMWOQlpbm9IglIiIiurF5NJA5duwY7rzzThw5cgQWiwX169fH6tWr0alTJwDAzJkzYTKZkJGRgcuXL6NLly6YM2eOJ5NMRERE5Ui5e46Mq/E5MkRERN7H654jQ0RERFRcDGSIiIjIazGQISIiIq/FQIaIiIi8FgMZIiIi8loMZIiIiMhrMZAhIiIir8VAhoiIiLwWAxkiIiLyWgxkiIiIyGsxkCEiIiKvxUCGiIiIvBYDGSIiIvJaDGSIiIjIazGQISIiIq/FQIaIiIi8FgMZIiIi8loMZIiIiMhrMZAhIiIir8VAhoiIiLwWAxkiIiLyWgxkiIiIyGsxkCEiIiKvxUCGiIiIvBYDGSIiIvJaDGSIiIjIazGQISIiIq/FQIaIiIi8FgMZIiIi8loMZIiIiMhrMZAhIiIir8VAhoiIiLwWAxkiIiLyWgxkiIiIyGsxkCEiIiKvxUCGiIiIvBYDGSIiIvJaDGSIiIjIazGQISIiIq/FQIaIiIi8FgMZIiIi8loMZIiIiMhrMZAhIiIir8VAhoiIiLwWAxkiIiLyWgxkiIiIyGsxkCEiIiKvxUCGiIiIvBYDmeKYOhV4+mnjz55+Wv2ciIiI3IaBTHGYzcBTTxUMZp5+Wp1uNnsmXURERP9SPp5OgFeZPFn9+9RTQE4OcPIkEB0NPP88MH16/udERETkFgxkiss6mNEwiCEiIvIINi2VxOTJgK9v/vuWLT2XFiIion8xBjIl8fTTwNWrgOl69g0YAFy86Nk0ERER/Quxaam4tI6906cDY8cCiYlqX5muXYENG9R5pk5VO/5qzU3W759+GsjNzR/hpL0HbL9jv07r7xAREREAD9fIPPfcc2jSpAlCQ0MRHR2NPn36YNeuXTbzXLp0CaNGjUJkZCRCQkKQkZGB7OxszyTYOoiZPBmwWIBu3dTPvvoKGD1a/V8b3dShQ34Qo73XRjdNnWr73npElDaU234e+7QwsCmIQ+SJiP5dxIO6dOkiCxculF9++UW2b98u3bt3l6SkJDl37pw+z/333y+JiYmydu1a2bJlizRv3lxatGjh9DrOnDkjAOTMmTOlT/CUKSLTp9tOmz5dBFBflSqJXLumTm/fXp3Wvr1z7+2X9cADIu3aFZzHej77tJDjvGGeEZWcUdmnmT5d/ZzIxZy9fns0kLF37NgxASAbNmwQEZHTp0+Lr6+vLF++XJ/n999/FwCyadMmp5bp0kDGkYceyg9AJkwQ6dZN/T8qSv2rKOrfkBDb99HR6t/0dJFBg0RiYvKXo70SEtS/U6eq6+IF2VZhwWX79vmfuyvPvLXA99Z023NmO26UbXUn3iCQNTedQ14ZyOzZs0cAyM8//ywiImvXrhUAcurUKZv5kpKSZMaMGYbLuHTpkpw5c0Z/HThwoOwDGRGRHj0KBiGufvn4sNCw56ggbdNGnW4yFazVsj4J7U+60p6E3lrge2u67dmnV9vX1tPtA11H3yVb9vnD/Pr3clN54XWBTG5urvTo0UNatmypT3vvvffEz8+vwLxNmjSRRx55xHA5U6ZMEQAFXmUeyFy7ln/RNJlEHnxQpGtX2wCkQQPb9926iUyenP89Hx+R8ePV//381L8NG4pERNgGM2RLO3mmThVZvVqkfn3jQNC+ANaa91xdMFun5/x555Zrf4dTlsFWUemeOFEkL897L1Rauu+4Q+T++wvuf5GCTbveuq1FcfWds5ZPRjcIpV02eRfrc+bQoTI5h7wukLn//vslOTlZDhw4oE8rSSDjsRoZbSdqAYj9RdJRwalN175ndGHV+spor3HjynZbvNFddzlXq6UdN666kDm6UAwdahxEOeLobresgi1HOnWybf5014XdlRfcq1fVGwD7fT9woMiff4oMH66+r1y5/NZ0OhPYWtc22eePNs3Vd85r1xbM1/HjXbNs8j7TphWvnCsmrwpkRo0aJQkJCfLnn3/aTC9J05I9t/SRsT9xiwpajOaz7uhrdOfYtq1IYmL+PE8+WTAN3tz+X5q+DYsW5d8hWl+Ep00TOXdOpEUL25NNm7dCheLdXTrTH+f8eZExYwoW9t26qbUcjpZtvaynnhL56y+Rxo3V97VqiSxeLNKqlePCwhX79u23C+ZTbm7+52VZa1SSC67R/jh/XqRnT+eCWuuX2Wy8f9yhOP28rMsQR2VGUU1AbduW7Dj67TcRf3/bc0x7NW2q9hW0L+OcWW5Z8sby0N1pLmnZe/WqyIgRtueQizl7/VZERNw6TMqKiGDMmDH48MMPkZWVhZSUFJvPz5w5g6ioKCxZsgQZGRkAgF27diE1NRWbNm1C8+bNi1xHTk4OLBYLzpw5g7CwMNdvhP2QbEAd4rtxI7BunTo9N7fgc2S04dbt2wPp6er3tCHW2vK0/7V5LlwA/u//8tc9bRqQl2e7Lvvva8+osZ5n8uT8YeHW89in0TpNZT2PfX5ow88L27Zr19S/2nttubm56nLWrs2fPnIkMHduwf1nb8wY4OWXbfPH0f7QhnJ36KCmsXFj4Nw5YOfO/OWZTOo+AoBGjYBvvwWefbbgsidPVh+yWKsW8McfhafxgQeA114zTqOWl0DBZw8V9syiL78EunfPz1NN8+ZqmhUl/1jXtt96n1kf60Ud+9r67dOoLb9tW6BNm6KPWW392r45exb4+mtg06b89Pv5AVeuAC1aqNO14q5jR+D0aWDLlvx5GzYEvv8e8LF6vJb1M5yceT6Uo22zX5Y1ozIEyD+uatcGHnoImDUL+PlnoFkzYOVK4PXX85dllPfWy2rTRn1EhPXxaJSvjo6jkSOB1FQ1zywW9VETJ0+qabDXsqW6H7Q8Kup4sH+mVknzWntf3HLWfluNlmO0X+2PR2fONWeeKWZ9XDu6pljv2+I8i8xoHvvz2iiPtP+1eSZOBG69Ffj8c/Uz7bhy8c/1OH39dnkIVQwjR44Ui8UiWVlZcuTIEf114cIFfZ77779fkpKSZN26dbJlyxZJS0uTtLQ0p9dR5jUyJY2eSxoFa9XigEiXLkUP454+3bl5nLnjK8t5RIo/RF3rc6S9pk1T88zRXaHWRKc1JdSubVsjo72aNLEdiVZY3wqtT5N1Pybr7+Xl5feV0pozRo8uuOyvvsof5Wb9uummgne/gEhyskifPgWXY3SXbp8n1nfo06eL3HefSGho/vfatRPJyMh/36lTwe1PTxf5++/82q4WLUROnnSuNtIojceOGXeYt+ozZ/g962kVKxbMf/t5jJp+rfOxRg21VsfoOCpJLYlRZ2OjJiHrZY0da3vMFPYKCRGJjbWtJbE+X/Ly1CY1++/Fxal/J08uOl8nT84fPRkQ4Hg+61fTpiL79zt3PLgqr0ta812SMszoe850LC/p9tvno7Od2Is697X5tHnq1TMun6znadlSpFGj/Hnq1bNNs6PrWgl4RdMSULBTLgBZuHChPs/FixflgQcekAoVKkhQUJD07dtXjhw54vQ63NK05G7du9sWGtWqqX+nTVM/f+yx/M/MZvVvSor6d/BgkS++UId7a/P06iUyZ45aiGuF+cKFIkOG5M8zZYrIP/+oBRQgkpoq8uKLtgVuz54Fl/Pqq7ZV/b17iyxZol6gAZG0NJEDB/LXZT9kPTU1f9t27bK96BhdtDRFVa/bFwxjxzq+WAwaJHLkiPpsH0CkenXbNDqTHuu8tH517SoybFj+e19f9a/9BVd7X6eO8XrT00Wysmz3vaNttc4PIP+xAIDa7KCx3rft24t06GCbFkcvLX8crd+6Xb1XL7XZrbC8rFxZPf46dsyf1qWLyD33qM9uKir/nQnsb789f57ERJGbby44j9G2OLpQA+ox9cQTBdNkdFE8cSL/vLF/aXmjKPl5W9SrXz+RX3/NP++1l33Qbn8ct28v8vLLtkGlli5HfYm0PNCOXfuXto/GjRO5cqXg87GM9kdhed2ihciWLSIjR+avY9w4NXBKT1fft2snkpOTf27ZlyuASP/+Ij/8IPLoo0WfM8UJgOzzyH5Z2vY3bapuR+vWBbf//PmCgxa0ffnoo86vq6hz/4471MDE0XE0eLB6w3LHHep77ZEh2qtRI9t95uJgxisCGXe4IQOZvDzjAunf+DKZiq7ZchTUOLoLKu6rTRuRzp3z0+PoRLa+0zF6xcc7V5hOnJgfoBq9AgLyLx7afFWrqn979lRrm4wumq1bF0yz1i+nsJfWb8LR/gHy+yMVFrDEx+c/g0m7aJb2eDC6A3VUa3fPPbbL0i7MgwaJfPONyC232G6L9goOtt02R9vYuLHIs8/a3ohkZIgMGFBwfyqKyKxZ6uhHwHFgO3Jk/kXGUZmgpeepp9Tt1ILd8PDi529RNwz2nT+dfWlpaddO3W6t03lysu22FXb8lOZlNuenQVuX9lwv7X316vk1U9orJib/XLPO/549Rd58M39/2dcW2r+0cygtTQ3Si3P89+gh8vnnamAG5Pel1NJTs2b+sfLOO/k3o4UdK868TKbCy10XYCBz3Q0ZyGiFh1bQ1qiRX5jaFwxaAVmnjlo4WBe27dqphar1sPGMDNtCIza2YAF5002237ntNrX62npa//627/v2VS8E1su2vptWFPWCoQUE2olcubJIYKDtfNrFVSvMi4r+i9NJ1f5C0aSJ7cndpIlI3bq2aXR2ZJE2XVt2p062eWS0jMKCLW05/fqVPrA1GB0oImrQrB1DJpPIjBn5zZuOLq6VKxedHrNZvTBoeevr6zjg1OYxmdTRYIMH2z6yQKtNMzoeitv066hWwR0vrWasuCMfreexbhK1fjk6Fq2P49atC5YFffvmT7M/Rhwd51o6teOmRQv1Al0WeRYVZdysa/3KyMgPjLRtbdSo7IIiV7204EZLc2qq8zVyxXmZTCLvv59fM2Vd9mnzKIpazmv56GzZW0oMZK674QIZR4W9NhLBuiB2dFG0PgjtL65G80ydWvQ8ziynqHkcXbS1bStsiLorTihHeVtYGh1VixfVtOVo2RpHwZZ1njhazqhRaqED5F9MGja0DTZ9fPKHrBdWKDnaZ0VdXLVgU1u/1h9JOz6ta8qM9qvG/qJodBy56niwX+6wYWqThXVhPmFCfvOmti1aM6n2/uGH1e2zXla/frYB4S23qE111kGaM/nqzKgl+zwzGo3nzHFklNdFBYnW6TTqE6Itx/5mJCND5JlnbAOp++4Tad48/3gF8gOiwtKoPQyzqHLFep4JE/Jr5LR1aUGDlo99++Y3QWr7+s471cDa+nuNG9tuxxNP5DfVad+zL9OGDxeZO9f2GCmsDNeWk55ue3N4++35/da0ZdWood7IattsNuf3mypOHrn7URDCQEZ3QwUyRd0BOTOMu7C7OU/O40w7uaNtc8UJZbQM+/UZpbGwzsVaAOLMsp3ZhuIsp7BC0NkAwH6aMxdXo/mcOR6MhgQ7uigWdSEvyfHgKNAsKtgubl8KowuwUcBhf1w5+xwZR3lWVP4U5zhylK/OlE+F5Zkr8rq4fUQcbWtJ+sg42tfObkdRAWhhaSoq2Cjs3Hcmj5y9YXMxZ6/fPvajmKgcy801Hnq3bl3+sDhtHkAdLqexnseI9XLWrTP+BemynEdLl/ZeG55Y1LZNnpyfH9rwwpKwz1vrIbHa50ZptB86ac166GRRy9aWY71dJUmj/a+ka8vKysrPy7ZtbY8N6/VZT7cfAmq//dbp0d7b7zNnjgcAWL8+f3scrd/+u646HoyGP9vn2dq1+cOh27cveHwWtm3WnnzSNr32w6YdHVfWQ3sdDW91NIzben2TJ5fuOLJfljVnyiejPHNVXjtTrmjpL2xbS7JfjTz5pO12OdoO++1PTy94PNjnozPrApw7953JI6OyT1u+No8HefQ5Mu5Q5s+R8TT75y1YK+zZAeXtOTLOPEvCaNvsn8nhKmW5blct22g5Rs+2cOY5EdYXNWefSWGURlc9a8Vo/c48t6Mk+8QoH+3zTDsei/uMHPtn3VhPAxwHFCV5FkdJjytnjyNnllXUso2OB2eeIeVMXmvvCytXrOdxtK1Gy7Ffl9FzZIz2NVD8Z4pZp9n+WTeFBZ/269LW4a5zvww4e/1mIEN0o/NkQOit3B1slmTZN4ob5fh0ZSBZ1Pec/Y6X5y0DmesYyBAREXkfZ6/fJjemiYiIiMilGMgQERGR12IgQ0RERF6LgQwRERF5LQYyRERE5LUYyBAREZHXYiBDREREXouBDBEREXktBjJERETktRjIEBERkde64X/9WvsFhpycHA+nhIiIiJylXbeL+iWlGz6QOXv2LAAgMTHRwykhIiKi4jp79iwsFovDz2/4H43My8vD4cOHERoaCkVRXLbcnJwcJCYm4sCBA/qPWTkzrbzN4+n1M41MY3la/42SxhtlOzy9fqbRdesvCRHB2bNnER8fD5PJcU+YG75GxmQyISEhocyWHxYWVmBHOTOtvM3j6fUzjUxjeVr/jZLGG2U7PL1+ptF16y+uwmpiNOzsS0RERF6LgQwRERF5LQYyJeTv748pU6bA39+/WNPK2zyeXj/TyDSWp/XfKGm8UbbD0+tnGl23/rJ0w3f2JSIiohsXa2SIiIjIazGQISIiIq/FQIaIiIi8FgMZIiIi8l5CJfLqq69KcnKy+Pv7S2pqqrRq1Uri4uIEgAwZMkQaN24sISEhEhUVJb1795YpU6ZIvXr1JDQ0VEJDQ6V58+by+eef68t77rnnBECBV9WqVWXw4MESEREhAQEB4uvrazhfaGioBAQESNWqVWX69Ony+eefS5UqVcRsNgsASUxMtEljZmam3HnnneLv768vIykpyWb5ffv2lSpVqojJZBKTySQAJDY2Vvz9/cXHx0f8/PwEgDzzzDPSs2dPCQoKEgBSvXr1AulLSkqSmJgYURTFMP3aS0uv2WyW6OhoCQ8P178THR0td9xxh0RFRenz+/v7S2BgoP6+U6dO0qBBA327TCaThIaGSlhYmCiKIoqiiJ+fn1SrVk3q1q0rISEh+nZEREQY5qt1mgpLOwAJCgqS9PR0fX1aGv39/UVRFPHx8bF5D0BCQkIkJiZGLBaLnkaTySQ+Pj4CQP9egwYNZNSoUVKvXj2HaYmOjpaMjAwJDg4uNJ116tSRmJgYCQoKktq1a0tCQoIAEF9fXxkwYIA88cQTAkDq168vEREREhwcrB872jHy8MMPCwAJDw+XgIAASUxMlOjoaD2vKlasKLVq1RIAMm7cOMnLy5OuXbs6TNPAgQOlXbt2EhAQUGQ+a6+ittPRSzueC3tFRkYWOU9YWFiR8wQGBkrFihXFbDaL2WzW96/ZbBY/Pz8JCAiQunXrym233aZvu6IoEhQUJCEhIfp6tHPOZDKJoihiNpslMjJSKlWqZLPc5ORk6dq1q34OWJ8f2isgIECioqKKPB+9+aUoikRGRkpkZKS+v4ODg+Whhx6SVq1a6eeQn5+fJCYm6nnv7+8vFotFgoKCbM7RtLQ0iYiI0KcFBARIw4YNpXLlyvqy4uPjDY8RbR8Ult9aOaQoiiQlJUmXLl30NJhMJomNjZWIiAgxm836tSAsLEz/nr+/v8THx0vlypXFx8dHPyb8/Pxsjo969erJ+vXrZdy4cfrxZf8KDw+XRYsWSZUqVQpNc7169aRSpUoSEBAg1atXl0qVKul5HRERIf/73/9srpsnTpyQ22+/XUJDQ8Viscjdd98tZ8+eLfX1mIFMCSxdulT8/Pzkrbfekl9//VUvNBYuXCgApGHDhrJw4UL55ZdfZPv27dK9e3epWLGi/Pe//5Xdu3fLrl275PHHHxdfX1/55Zdf5Pvvv5fKlStLdHS0REZGypEjR+TIkSPy+++/S2Jiotx1112yefNm+fPPP+WDDz6QTZs26fMMGzZMAMizzz4r+/btk+XLl0tISIhUrVpVKlasKE8//bQAkNatW4ufn5/Mnz9fAMgdd9whQUFBMmDAAJkxY4Z+IlhfaOrXry+PPfaY3H///XqgFRcXJwsWLJB7771XOnToIABkwoQJ0r9/f6lcubIAaiDTqFEjGTdunCxYsEBfdvPmzeXFF18UADJmzBiZM2eOzTwA5N5775XVq1fLk08+KYB6QVy0aJF89NFHkpiYqJ9kCxYskPfff18v1EeNGiUAJC0tTUwmkzzwwAPy+eefy7x588TPz08URZFnnnlGli1bJq1btxaTySQREREyfvx4admypV6AtGzZUrKysmTNmjX6RWrUqFGyYsUKad26tfj6+sp//vMffR6tEJk/f76sWbNGX1aNGjXkk08+ka5du+oBySOPPCINGjSQSpUqSd26dfUTfsmSJVKzZk0xmUwybdo0Wbx4sUREROgXv9mzZ0u7du30oCojI0Nat24tACQmJkbMZrO8++678vXXX8ugQYMEgPTu3VtWrlwp7733ntx88836PGPGjNGDpSVLlsjPP/8soaGhAqjB5uDBg/VjJSIiQkJCQmTt2rWyePFiMZvN4uvrKy1atNCPBYvFIr169ZK9e/fKa6+9JiaTSYKDg2XYsGHy9ttvS2BgoPj6+srYsWNlxowZkpaWpl8Y7rnnHlm1apUkJiZK1apVxc/PT5577jl57733JC4uThISEmTYsGFy5MgRuffee/V9dMstt8h3330nDz74oH5xWrdunfTq1UsCAgKkQoUKUrVqVbn55pslISFBWrVqpQe/K1eulO7du0vfvn0lJSVFli9frgcD1apVk9WrV0unTp0kPj5eHnroIYmNjZX27dvr+VO9enXZsWOH7NixQz744APx9fWVmJgYWbt2rXz00UfSsWNHqVatmuzYsUMmTpwoJpNJ6tSpI3FxcdK7d289ry0Wi3Ts2FFat24t9evXl9tvv10URZH27dvLu+++K7Vr15agoCAJDw8XADJ37lxp1qyZWCwW6dy5s7z55pvSoEEDiYqKkooVK0pGRoYsWbJE+vTpI4qiSKNGjSQlJUWio6OlWrVq4u/vL7feeqt8/vnnsnjxYlEURVJSUuTtt9+W9evXy+jRoyU6Olqfp0mTJgJApk6dKt9//738v//3//Rz9Pnnn5eNGzdKUlKSAJBJkybJF198IQkJCVKxYkV9vpUrV0qrVq0EgLz66qt6XmvB7QsvvCCdOnXS981dd92l5/XNN98sAOTNN9/U81oLBmbOnClZWVkyfvx4m3mSk5P1dU+cOFHGjBmjv+/fv7+sWrVK3y4A8uSTT8rnn3+ul1vaufzBBx9ITEyMAGpwnZmZqd+cBQQEyJtvvimrV6+WqlWrCgBp06aN1KpVSypUqKAHmO+88458//330qlTJ70s/fTTT+WVV14RHx8fCQwM1OfR8sNiscjSpUtl+vTpehqTkpLknXfekfr16+vlYXJysrRs2VIqVKhgE4y+//77+s1r5cqVZc6cOZKYmKgHvzNnzpQBAwaIn5+f+Pj4SFxcnH5saPPMnz9fvv32W/18q1ChgsyfP1+WLVum3+iNHDnSJlhctmyZ/Pnnn1KhQgV9P3788ceSnJwsZrNZjh8/rl87u3btKg0aNJDvvvtONm7cKNWrV5dBgwaV+prMQKYEmjZtKqNGjdLf5+bmSnx8vH6x//DDD23mP3bsmACQDRs22EyvUKGCvPrqq5KSkiJffvmlJCcnS8WKFfXPH330UWnVqlWhaalcubKEhoZKXl6ePq13796iKIp8+umnIiJ6mm6++Wb9Tjs8PFz+7//+T/8OAPHx8ZGXX35ZP0jtt0Ob/vfff4uIyJkzZwSAPPTQQ1KpUiX55Zdf9ECmd+/eNt9r06aNzXujZUdHR+vvd+3apa9Py7fdu3cLALnlllv0+b755hsBoBdqe/bsKZDXb775pgCQdevWiYjIjh079GVXrFhRjhw5YlPgabTCVFuW0X7UChFt2urVqwWADBo0SE6fPi2+vr6yePFiPeD7/fffBYBs2rRJv6idOnVKRNTj4c033xQRkWXLlomfn58+TUtzSEiIhIeH62nu2bOnzfeaNWumF7bWtHluuukm8fHxkeDgYHnzzTflo48+0pdbo0YNGTlypFSrVk3Pj+7du8vZs2clJSVFDzjT09P1fdimTRsZN26cPs+TTz4piqLIfffdJykpKfLGG28IAOnVq5fExcXphX9ERISMHDlSP/ZDQ0OladOm+nK+/PJLm2VrtQv+/v4ybtw4m7yuVKlSgbyuWrWqntfDhw/Xt0nL6ylTpkiDBg30vDaZTFK/fn2b4+O2224TX19fPa9TUlL072h5nZ6ebjPNerlaXvfo0UNatWolq1evFpPJJP7+/lK9enURETl9+rR+gaxSpYq+nNOnT4vZbNbz68cffyxQHnz//fcCQJo0aaJP086DihUryi+//CLJycn6nbwmNTVVoqKibI4P+2WHhobapEc7H8PCwiQvL09Onz6t30TMmzdPRETPby2YOXXqlIwbN06qVauml09aXmvTtLyOjY2V+Ph4Pa+rVKli871mzZpJ06ZNbabZL1vLW6081I6PiIgIGTx4sIiInDp1SgC1ptU6r63T/eOPP0qPHj0kOTlZ/56W10lJSfr3unTpoh+TWl77+vpKUFCQPk9cXJwEBwfryxERiY2NlWrVqunvtVqRtm3b2uS1Fkjl5eVJbGysXuM9cOBAOX36tB58aAHcjz/+KBcuXNDnERH56quvBIAkJyfLE088oZfZgFpT98svv+jLrVatmjzxxBMiIpKRkWGznAsXLojZbNbn0bY7Li5OnnjiCdm5c6dehmvLOHnypACQESNGiIjIb7/9JgDkhx9+0Ld91apVoiiKHDp0SEqDfWSK6cqVK9i6dSs6duyoTzOZTOjYsSM2bdpk+J0zZ84AACIiIgAAubm5WLp0Kc6fP4///e9/6NGjh76806dPIz4+HlWrVsXrr7+OmjVrYsCAAYiOjkbDhg0xf/58m7RkZ2fDbDZjz549AIAdO3bgm2++gYggICDAJh2BgYH4+uuv9fVYbwMA1KhRA9u2bSsyD8LDw3HlyhXMmzcPAPD555/j4YcfRp06dfR5srKyEB0djRo1agAAIiMj0aVLF0RHRwMANm/erM+bnZ0NAFAUBYcOHYKIYOPGjfrnWr599913AICrV6/qn2nLO3LkCID8n33XvmO9/KioKJw/fx4LFy5EfHw8AGDy5MmIjY3V512zZg0qVqyI1NRUPS/Gjh2LmJgY9OjRw2bZW7du1X9e3mw24+rVq3jllVcAALfddhu2bt2Kq1ev4uLFiwCAS5cuITU1FYmJiZgzZw4uXboEwPZ4SEtLAwCcOnUK/v7+OH/+PBo0aIAFCxagYsWKOH/+PJ5++mk9zWvXrsWpU6fw3HPPYfTo0di8ebOejpiYGLRu3RpTp07F+fPnERYWhu3btyMpKQkXL15ErVq1MHv2bD0N4eHhyMrKQvfu3fUfaEtKSsKoUaPQo0cP3H333fD398cvv/wCAGjbtq2eb9o8ycnJMJvN+Oqrr9C5c2f8/vvv8Pf3x9dff43U1FTccsstANRz4o033sCJEyewcuVKnD17FoGBgahatSoOHjyIp59+Wj9vbrvtNly+fBnx8fG4fPky5s+fj6pVq2L8+PEAgJMnT6JatWq4evUqPv74YwDAgQMH0L59e5jNZnz22Wc4ePAgAOCmm27C4MGDcebMGezZswfx8fF44IEHoCgK9uzZg7i4OKSnpyMoKAirV6+GyWTCzTffDADYu3cvduzYAV9fX1gsFmzevBkmkwk///wzzGYzAgMD8c4772D37t2IiorC9u3bERYWhvXr16Nu3bqYNm0a8vLycPnyZURHR2PAgAFISUnRj40WLVro53rbtm1hNpv1c7h9+/aYNWsW/P399XkGDRoEAGjSpIk+7dVXXwUAxMTEoF27djh8+DBOnDiBc+fOwd/fHz4+Pti5cyeCgoIQGxsLk8mE4OBgzJs3D40bN8aAAQNQsWJFnD17FmfPntXPx/Xr1wMAunbtCkVR8N133yEvLw8hISH45ptvAABVq1aFyWRCtWrVAKjl07vvvou7775b/8HeEydOQERw991348KFC3jzzTdhMplw7do1zJkzRz+u//rrLxw+fBj16tXD2LFjsXnzZvz666+4cuUKYmNjkZ6ejkWLFunL3rp1K/Ly8nD16lWYTCbs2rULX375JQC1rLvpppsAQN+Oq1evYvfu3fq6TCYTzp49qx/PVapUwYEDB/TvaWXB+fPnsXv3bly5ckUva9q2bYs6dergypUryM3NxcWLFxEREYEaNWogOzsbFy5cwA8//IDo6GjUq1cPp06dwpkzZ7B7925kZ2fj3LlzAIA6deoUKPt27tyJffv24ejRowgKCtKnWSwWNG7cGHl5eTYPnbt27Zo+j1aOAEBQUBA2btyIefPmITQ0FIBajluX2fv27cOMGTNw//33Y9WqVQDUsj06Ohrp6enIzc1FQEAA1q1bBwBISUnB2bNnsXbtWvzxxx8A1PK3c+fOAIAKFSrAz89Pv+Zs2rQJ4eHhaNy4sb7Ojh07wmQy2VwPSqRUYdC/0KFDhwSAfPvttzbTH374YWnatGmB2obc3Fzp0aOHtGzZUn766ScJDg4Ws9ksFotFHnnkEalbt65cvHhRRETq1q0r3bt3lx07dsgXX3yh3+0/9NBDsm3bNnnjjTckICBAFi1aJCIiH3zwgZhMJhk1apTej0JRFHn22WclLS1N2rRpo6d33LhxYjKZpEaNGnpEfvjwYT2dAKRFixbSo0cPwxqZixcvCqD2rQgODhZFUfT24AYNGuh3Rbhe+/Lxxx/LTz/9JG+99ZZeBfniiy/Kjz/+qC8/KytLRESvttaaS3x8fMTHx0d8fX0lMjJSTp48KRcvXtTX17lzZ5u8DQkJkdtuu03/rGXLlnq6s7OzJSAgQMLDw/X+FDVq1JD4+HiJiYnRl4Prd4VffPGF/PTTT/LUU0/p6X7rrbdky5Ytenvx7t27RUTk/vvvl+DgYL1mRXv5+/vL4MGD9VoErcq6f//+ehq0mgVcry62WCzy2WefyU8//aTfIWl5oC3X19dXOnfurB9H2nIef/xxm75OISEhMn36dAkMDNSPoaeeekpv4goLC5OGDRvapLlPnz5Ss2ZNiYiIkPvvv1+f3rVrV5tjNCAgQN+eU6dOSZs2bfR5Dhw4IElJSTb9VmrWrClRUVGSkJCgLwfX734tFou89dZbetOCj4+PVKpUSTZt2iTjx48XRVGkdevWEhERITVr1pRly5bpy7but9W5c2eZNm2a+Pj4SGxsrH53u2PHDqlRo4ZERESIxWIRALJixQpJS0uTqKgoWbx4sWRlZUlUVJRNmhMSEiQyMlL8/f1l8eLFeq1BZGSkhIeHy5QpU/TlKYoiw4cPl6VLl0qfPn0EUKvj+/btK4mJiTZNGdq+0P527dpVbr31Vv1zHx8fmTRpkn6uW8+7ZMkSff/17NlTNm3apDftaE1+1vuzR48esm3bNr05wGw2y/Dhw2XKlCn6PLVq1ZIlS5ZI37599XkmTZokY8eOlcDAQL3fh9bfQlv3yZMn5YEHHtCXo52PH3zwgQBqsyYAeeutt8RsNut32//8849ERkaKoih6M1FcXJwoiiK33XabTVmkKIqsWbNG3n33XZs+cS+99JJs27ZNunfvLgBk48aNIiIycuRIvQ+X/atSpUp6+ahNq1Onjk2ZWadOHb3WTpuvdevWNt+rX7++XlOhvUJDQ23madCggfTr109vYrLe99q6ALXGVuuzAkA/581ms/j4+Oi1NAEBAbJixQqbdQYGBsqhQ4ekf//+Nn1ctmzZIu+8844+zx9//CENGza06SMVFxendwnQlhMZGak3o8fExNj0cfT19ZXVq1fLf/7zH32a1oQ0cuRIfXu07WjQoIGcPHlSLl++LM8//7y+TBGR//znP1KjRo0C19SoqCiZM2dOEVfewjGQKabiBjL333+/JCcny4EDB+Ty5cuyZ88e2bJlizzwwAOiKIpkZmbq82pV6RpfX18xm802zQRjxoyR5s2bi4hI586dpWHDhpKQkCBLliyRn376Sd5++22JiIiQF154QQ8MALW5Z/DgwZKamlrsQObKlSvSq1cvASALFiyQPXv2yKZNm+SWW24RQG2ztl7O3XffXSC/AMiaNWv0eRo3bqwXXjVr1hRA7Si3cuVK2bFjh7Rq1Urv9KYVBFph3bVrV5u8bdCggR7IJCYmyoEDB0REbfqKjo6WgIAA2bFjh+zevVs2bNigF4w7duzQlwOo/Vw02kUJgOzdu1dfV2pqqjz22GNy4cIF8fPzE39/f6lfv74sXrxY3n//fb1PgNbpVSs0fXx8JCMjQ/bs2SO1a9eWZs2a6YXH+vXr5bHHHpOKFSvK119/LfXr15e0tDQZO3ashIeHywsvvCC1a9fWO3f++OOPehNav379JDIyUj7//HOZOHGiXvhp82zZskWioqIkICBAgoKCZPz48XqfmbCwMFm2bJkMGTLEpkPfkCFD9H4DgYGBej7t379fFEXRq7JPnTolzZo1k8DAQPnmm2+kadOm0qZNG/H19ZVevXrJhg0b9Au59XK0Avv2228XEdGbM318fPR5REQCAwP1Qv3FF1+U0aNHS2hoqPTr10+2b98ujz76qE3BCqhV4SaTSW/KbNKkiYwdO1YPVE6dOiWnTp2SsLAweeWVV6Rp06bStWtX2bt3r4SEhMgjjzwiTZo0ET8/PwkNDdXPPQDy7rvvSlhYmLz55pt6mv38/GzOz9q1a4ufn58EBgbKiy++KCNGjNAvINu3b5chQ4bYXJSGDBmi31wEBwfblClaPgFqs4Gvr6/ExsZKs2bNpFevXtKwYUMxmUwSEhIie/bs0fvomUwmadSokYiIJCcni6IoEhISUuB8rFWrls26fHx89POxRYsWEh4eLjVr1pQdO3ZIamqqmEwmvalLe3Xr1k0/Hzt37iwWi0U/F9u3by89e/bUz8WmTZtKZGSkdO7cWT8Xw8LCxGQyyT///GOTlsaNG+vvtbxOTk7Wp3Xu3FlCQ0P1c9FisUh4eLgEBQVJVFSUPP/88zJy5EibYELr6KrtN+sy0zoYXLZsmTzwwANiMpnk3nvvlTZt2khycrIEBwdLhQoVZObMmTJ9+nR92UOHDpWffvpJIiMj9b5lS5YskTVr1ujr7tWrl826tPVXrlxZqlevLoqiSKVKlfR0ap297YOmqKgom47DFotF75RuNpulSZMmcsstt9gEL7Vq1dLn0c7zNm3aFAhwrDvqA2rgrs1jNpslNDTU5oYpMjJSQkNDJSEhQW/S1ZZvNpulS5cuEhsbK7GxsSLCQKZcuXz5spjN5gJ9PO688079wq59NmrUKElISJA///yzwHI+/PBDfcdroxms31+7dk2SkpKkYsWK8thjj+nfmzNnjsTHx8tff/0lJpNJIiMj5dVXX7VZ9tNPPy01a9YUEZFz587paRo4cKB+J6MVjhoAUrt2bbnrrrtsApkrV65Inz599M5m1ts9c+ZMh9ugFTqXL1/WC465c+fq6+rbt6+0aNFCb8MFoLetavk2cOBA6dKli4wYMULi4+Pl3XffFUDt82Cdt0lJSVK3bl0BINu3bxcRkZycHImJiRF/f3/5/fff9TSPGjVKv4vRCgzrgq5NmzYyatQom7u7Xr166esaOHCg3H777dKxY0f9819++cUm/ytUqCC1atWSzMxM/eLp5+cnzZo1ExGRpKQkmTFjht4HR+u30bZtW4mOjpYOHTroNSAdOnSQe++9V0aPHq2vz/puz2QySXh4uNx77716H6WkpCS599579fQMHDhQLBaLmEwm2bx5swDQL57W+62wl9lsLjDSx/571neY1tOcWbb9e6Np9tt/7do1CQ0NlZtuuskmr318fKRdu3Y2ea0Fy1peN2zYUOLj423yunHjxvLYY48VmtfaxVPL69jYWJvzc+DAgRIcHGyT176+vnr/GxHRRwzFxcWJiOgXmYCAAJvjyLom5Mcff5SkpCRJS0uTgIAAqV+/vhw/flwiIiL0Phna+egoz6zPR+0iaJ0mk8mkn48+Pj7ywAMP2JQ1HTt2lC5dushPP/2k7+ebb75ZHnjgAX2eihUr6rU1JpNJPvroI8nJyZG0tDRp0aKFPk1E5K+//rK5o7c+xhRF0YPR//3vfwKotYba90wmk7Rs2VJuv/12PTgA1L5/1uWhv7+/3kn71KlT8scffwigBtbWtJFAWl4nJCRI9+7dJSQkRM/rsLAwvR9fYXltMpls8tpkMum1EiIifn5+4uvra5PXQ4YMkZo1a8q5c+fk8OHDMnz4cImNjZXOnTvLhg0bBIBea9S9e3c5d+6cNGvWTMaOHavffGojhPr37y8xMTFSt25dvWwaOHCgdO7cWaZOnWqTbi2/TSaTBAUFSefOneWvv/4SQL2x1NZ1+PBheeSRR2xG6ZnNZklPT5fu3bvr+dqnTx9p3769HDt2TETUvlb16tUTEZEFCxZIeHi4Tb5fvXpVzGazzQ19SbCPTDH5+fmhUaNGWLt2rT4tLy8Pa9eu1fs3iAhGjx6NDz/8EOvWrUOVKlUKLKdDhw5o0qQJevXqhe3bt2P79u1o3LgxBg8ejO3bt8NsNqNZs2Y4ffo04uLi9O/t3r0bycnJWLhwIaKjoyEien8GjdlsRl5eHgAgODgYAHDu3DmsXr0avXv3BqC2j1pvg7ZsrT8AoLa3Dhw4EHv27MGaNWsKbMMdd9wBAOjSpYu+DQDQp08frF69Ws8vQG0vt96OQ4cOITk5GQsWLNDboQHY5JvFYsFvv/2Gzz77DFlZWahVqxYAtR+QNs/ly5exf/9+HDhwAACQnJyMM2fOICUlBadOncL333+P1NRUm33yySefwM/PD02aNEFUVBQ+/fRTAMCMGTOQlJSEDz/8EFlZWYiMjASg9s3R9uOuXbuwc+dOfPXVV2jRogUAFMh/Le/at28PX19fzJo1S9/+Xbt2Yf/+/UhLS9P71wBq2/K2bdugKApWrlyp943Q+lRMnDgR/v7+qFKlin7MAMDMmTNRq1YtXL58WW8Pv3r1Ki5fvmyzXy9duoTExEQEBgYCAMLCwnDLLbfo+61p06YIDw9Hz549MW3aNP27jRo1QmZmJrZv3473338fAPR29a+++gr169fX29o3b96Mb7/9FnXq1EHPnj2RmZmJL774AoDa/2rmzJnIzMwEoPbhaN++PTIzM/HWW28BABITE/V1bd++HQEBAQgICEDz5s2xbNkyAEDdunX1c+TixYu4ePEiAgMD9bx+4YUXcO3aNaSlpel53aBBAxw+fFjfpsOHD+Onn35CYGCgntfnzp3DH3/8gbi4OEycOBF+fn4IDAzEo48+quf1888/D5PJhLi4OD2vT506ZXNc//7777h48SLq1aun57WI6P0gAPXcO3/+PCpXrox169bhxIkTMJvNBY6H3Nxc+Pj46NPS0tLw448/QlEUrFmzBpGRkYiKioLZbAagno/dunWDyWRCTEwMtm/fjvj4eEREROj9K/z8/FChQgWIiE3fMB8fH5hMJv18vHbtGg4fPmxT1lSuXBl5eXn473//i6ioKPj4+ODHH39E7969sXDhQkRGRuL48eP68REVFYX09HR07twZfn5+aNu2LaKjo/W+ZgsXLkTFihXh5+eHadOmYfv27bjvvvsAAC+99BIWLlwIAFiyZAkA6Oejlp5z587pZUhSUpKe19bnY15eHhRFgaIoCA8Px759+wBA77PjKK8vXLiAbdu24cqVK3peX716Vd9Hd9xxBywWCwICAmCxWPS89vHxQXh4uJ7XWlms7SNA7Y9mn9fafMHBwYiLi8O1a9dw/PhxZGRkID09HVFRUfj1119x9OhR9O7dG7m5udi+fTvq1auHr776Ss/vY8eO4aOPPoLJZMK6detQp04dnDp1CqtXr0ZGRgZGjx6N+Ph4+Pn54amnnsKOHTsQHx+PMWPGwGw2IyMjQ09rdnY2evfurafpl19+wblz5/S8zs3NxbZt29C7d29UqVIFsbGxOHr0KMxmM6KiovDjjz/i7Nmz6Nmzp378nj59Glu3btXzYt26dcjLy0OzZs1QKqUKg/6lli5dKv7+/rJo0SL57bffZNiwYRISEqJXJbZo0UJCQkLkgw8+0IdJjx49Wv73v//Jvn375KeffpLHHntMFEWxGWefkJAgGRkZsm/fPvnmm2/0avnHH39c9uzZI++9954EBQXJ22+/LUlJSfLoo4/K0KFDpVKlSvLpp5/Kvn37JDMzUypWrCh9+/aVV199VT799FP9zrFatWqycuVKAdQ29ODgYHnqqadk2bJlAqhVlw899JAecVerVk0qVqwor776qnzyyScCQO655x5ZsmSJvPzyy3oN1Pjx42Xp0qXy+eefC6A2Y73xxhuycOFCmTt3rr68YcOG6SOIFEWRl156Sfz8/OTxxx/X75ICAwPl5ZdfllmzZunPQFi0aJEsXLhQEhIS9P45M2fOlC+++EJ/RoQ2WuO9996T8PBwMZlM8t5778lnn30mY8aMkY4dO0poaKi8+uqr0qlTJ73pYPXq1TYjJUJCQmTJkiWyaNEivRr1iSeekG+//VbGjx+vDy8GIG+//bZYLBapVauWLF26VD777DN9+GivXr0kKytLb27U8qlhw4ZSu3ZtvYobgMyZM0dv7po0aZJkZmbK8OHD9WbAyZMnS5s2bfQ7xhdffFGysrIEgN7MM378eElISNCH695xxx2yfv16fRgloA5J3bp1qz7Pyy+/LHv37pWBAwfqtTRdunSRiIgImTBhgsTFxUloaKisW7dOtmzZIo0aNZLg4GC9jX3VqlUSHBwsERERsnfvXvnuu+9k0qRJUq9ePbnrrrvkm2++kV69eomPj48+cmHv3r0CqKOKhg0bJh9//LFUrVpV73uzfPly2bNnjz76SVvPlStX9H5OPXv2lGXLlklKSop+XGVlZUmjRo30u8sXX3xRGjZsKDVr1pTY2Fi9ivyll16SkJAQURRFXn/9dcnMzJQ77rhDoqOjJTQ0VBYsWCAtW7YUHx8fCQgIkI8++kjP6/DwcAkNDZWXXnpJ4uPj9WU+/PDDsn79ehk6dKie1y+//LJs2LBB72tiNptlwoQJ0q1bN32epk2bisVikW7duul39EOGDJFPP/1UGjRoYHPH/OKLL+r7ulOnTvLtt9/KzJkz9VqMhx9+WD788EO971OXLl1kz549+nNPTCaTTJw4URYvXqw3xTVs2FDWrFmjp9tkMomvr69MmzZNUlNTRVEUmTRpkn5n7uvrK+PGjZP4+Hjp16+fhISESGBgoKxZs0ZiY2MlJiZG6tevr/fvGTBggNSrV09q164tu3fvltjYWGnevLl88cUXsnfvXr0/RkREhGRnZ+ujP7Xt3bdvn3z44Yfi4+MjFotFwsLC5IMPPpD4+Hhp0aKFBAQE6GVuVFSUhIeHS3R0tERFRcn8+fP1ckVRFOnatavMmDFD3/faebVq1So9z7Tza+bMmfo50qFDB/n+++9lzpw5YjKZJDAwUN566y1ZuXKl3h+rU6dOsm/fPr3/T1BQkCxYsEDeffddfZk33XSTrF+/Xu655x69rPP395dnnnlG6tSpo9cGb9iwQW8i1oY+v/HGG3qZU6lSJXnllVekY8eOEhUVJfHx8fozoB599FG9D+bs2bMlKytLevfuLTExMVKlShXJzMyUzp07i6IoUqVKFfnkk0/k559/lqCgIAkLC5OqVavKokWLpHr16nqfn1GjRsm6dev0x1sAkPvuu08A6E3r7733nvz555/SvHlzASC33367zJo1SwIDAyUoKEiv8RRRh183bNhQNm/eLF9//bWkpKRw+LUnvfLKK5KUlCR+fn42/U4Ke2ltqFFRUdKhQ4cCDwvSOh36+flJpUqV5NZbb5V58+ZJ3bp19QfvzZs3Tx9WuGvXLsnJyZFx48ZJUlKS/kC8J554Qh8ix5d7XyEhIVKxYkWbKluLxaJ39NMKw+Iu19/fX9LS0qRLly6SnJxs8/AsbZ6goCBp06aNpKSk2HTUDAwMFJPJpB97aWlp0rJlS4mOjtb7FGgP4wsPD5eXXnpJ8vLyJD09XerXry8VKlSQoKAgp49zbbsTEhLk9ttvlyZNmuh9v/bv369/bjabpXr16vLwww9Lq1atpEWLFpKQkCBBQUGSlpYm0dHREhISIrm5uSIi0r17d5umB4vFIlFRUfo0rQ+RdV47euBXYa/AwEDp3r279OjRQ+Li4gzzOiQkRPr166c//wdQC/agoCA9rytVqiTdu3fX+45YN6No8/j4+Ehqaqq88cYbcuutt+oXEG2dzrysH74YEhIiAwYM0MsMHx8fiYmJsWkSCA8Pl5YtW9o8SO2BBx7QBw1ow8NbtGihdxauUqWK9OnTRx+iHBcXJ4899pjcd999eh7b958p7GXdeXjnzp0ikj+cXtsO7QFvAGTr1q3y3HPP6eu/6aabZOPGjTJp0iT9JmD16tXSq1cvvZO71qnY+sGSkZGR8tBDD0mTJk30/eboIaNGL+uHNQYGBkrt2rX1stdsNkuFChVsHmoYEhIiiYmJNvu1T58+0q5dO1EURQICAiQ5OVmSkpJsHrxZpUoVm75fwcHB0qhRI31ggaIoBQYZOFuODBgwQBYuXKg/u8l6f2jbNWzYMBk2bJiebh8fH5tO1/bni9Zcat2HpnLlyvLzzz/bXONOnDghgwYNkpCQEAkLC5Nhw4a55IF4iohVfSYRERGRF2EfGSIiIvJaDGSIiIjIazGQISIiIq/FQIaIiIi8FgMZIiIi8loMZIiIiMhrMZAhIiIir8VAhoi8ztSpU21+2sIZiqLgo48+KpP0EJHnMJAhonKjbdu2GD9+fJHzTZw4scBvhRHRv5NP0bMQEZUPIoLc3FyEhIQgJCTE08khonKANTJEVC7cdddd2LBhA2bPnq3/YvGiRYugKApWrVqFRo0awd/fH19//XWBpqUffvgBnTp1QsWKFWGxWNCmTRts27bNcxtDRG7DQIaIyoXZs2cjLS0NI0aMwJEjR3DkyBEkJiYCAB577DE8//zz+P3331G/fv0C3z179iyGDh2Kr7/+Gt999x1SUlLQvXt3nD171t2bQURuxqYlIioXLBYL/Pz8EBQUhNjYWADAzp07AQDTp09Hp06dHH63ffv2Nu/nzZuH8PBwbNiwAT179iy7RBORx7FGhojKvcaNGxf6eXZ2NkaMGIGUlBRYLBaEhYXh3Llz2L9/v5tSSESewhoZIir3goODC/186NChOHHiBGbPno3k5GT4+/sjLS0NV65ccVMKichTGMgQUbnh5+eH3NzcYn/vm2++wZw5c9C9e3cAwIEDB3D8+HFXJ4+IyiEGMkRUblSuXBmbN2/GX3/9hZCQEOTl5Tn1vZSUFLzzzjto3LgxcnJy8PDDDyMwMLCMU0tE5QH7yBBRuTFx4kSYzWbUrl0bUVFRTvdxWbBgAU6dOoWbb74Zd9xxB8aOHYvo6OgyTi0RlQeKiIinE0FERERUEqyRISIiIq/FQIaIiIi8FgMZIiIi8loMZIiIiMhrMZAhIiIir8VAhoiIiLwWAxkiIiLyWgxkiIiIyGsxkCEiIiKvxUCGiIiIvBYDGSIiIvJaDGSIiIjIa/1/Xmbay38sKBUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "perf_vanilla_update = time_x(\"v\", update)\n",
    "perf_crr_update = time_x(\"\", update)\n",
    "\n",
    "plot_timings(perf_crr_update, perf_vanilla_update, \"Update\")\n",
    "plot_xincrease(perf_crr_update, perf_vanilla_update, \"x increase\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d1b6e2c",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Read"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "909a9c4b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "perf_vanilla_read = time_x(\"v\", read)\n",
    "perf_crr_read = time_x(\"\", read)\n",
    "\n",
    "plot_timings(perf_crr_read, perf_vanilla_read, \"Read\")\n",
    "plot_xincrease(perf_crr_read, perf_vanilla_read, \"x increase\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8241126a-45d0-4a4e-89ce-8d5249083247",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Single Stmt Insert\n",
    "\n",
    "Encodes all the inserts into a single SQL statement.\n",
    "\n",
    "9/27/2023 Note: Looks like the `trigger_fn` update tanked perf on single statement inserts. How can we recover it?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "f4b27e28-98ae-40b1-8fd7-3a5813a4c626",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "perf_vanilla_single = time_x(\"v\", single_stmt_insert)\n",
    "perf_crr_single = time_x(\"\", single_stmt_insert)\n",
    "\n",
    "plot_timings(perf_crr_single, perf_vanilla_single, \"Single Stmt Insert\")\n",
    "plot_xincrease(perf_crr_single, perf_vanilla_single, \"x increase\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8fe3e210-4243-4180-ae7b-76b33a0417bc",
   "metadata": {},
   "source": [
    "# Read from crsql_changes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "f7bcb9f7-fb69-46c0-86b7-336721f1cac7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "batch_size = 100\n",
    "trials = 100\n",
    "# time a read from the component table by id against a read from crsql_changes by db_version. Should be roughly the same?\n",
    "def read_changes(pfx, count, offset):\n",
    "  for i in range(count):\n",
    "    if pfx == \"v\":\n",
    "      c.execute(\"SELECT id FROM component WHERE id > ? LIMIT 100\", (i + offset,)).fetchall()\n",
    "    else:\n",
    "      c.execute(\"SELECT db_version FROM crsql_changes WHERE db_version > ? LIMIT 100\", (i + offset,)).fetchall()\n",
    "\n",
    "perf_vanilla_read_something = time_x(\"v\", read_changes)\n",
    "perf_crr_read_changes = time_x(\"\", read_changes)\n",
    "\n",
    "plot_timings(perf_crr_read_changes, perf_vanilla_read_something, \"Read changes vs normal indexed read\")\n",
    "plot_xincrease(perf_crr_read_changes, perf_vanilla_read_something, \"x increase\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d6aa471e-07a8-49bf-a23d-41ed4f5240ed",
   "metadata": {},
   "source": [
    "# Merging Changesets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "376d17e0-3789-4ca5-83ad-f0491efc23e3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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NRW4IgiCIKIbEDeGVfuKGIjcEQRBEFEPihvBKP88NiRuCIAgiiiFxQ3iFl4KToZggCIKIBUjcEF6xk+eGIAiCiCFI3BBeIc8NQRAEEUuQuCE8wux2gDEAfaXgto4O9LS3R3JZBEEQBOEWEjeER+QTwROSk6HSaABQ9IYgCIKIXkjcEB6xy8SNpNEgITUVAIkbgiAIInohcUN4RB65kdRq6NLSAJCpmCAIgoheSNwQHnESNyoVdBS5IQiCIKIcEjeER3iPGwBQaTQUuSEIgiCiHhI3hEfsPT3i/5JK1SduKHJDEARBRCkkbgiP8MiN5KiS0qWkAKDIDUEQBBG9kLghPMIckRtJ1ftRocgNQRAEEe2QuCE8wiM3KrUaQJ+46SJxQxAEQUQpJG4Ij/A+NxIXN7xaitJSBEEQRJRC4obwCHMnbihyQxAEQUQpJG4IjwhDsSItRZEbgiAIIlohcUN4hBuKlZ4bW2cnDc8kCIIgohISN4RHlJEbTWIiVFotAIreEARBENFJRMXNihUrIEmS019RUZFP9121ahUkScIll1wS3kUOcngTPy5uJEmicnCCIAgiqtFEegHjxo3DunXrxGWNxvuSDh8+jDvuuAPFxcXhXBoBWeRG1aeDdampaD9+nCI3BEEQRFQScXGj0WiQk5Pj8/Y2mw2LFy/GAw88gE2bNqGRogdhRVktBVA5OEEQBBHdRNxzs3//fuTm5mLEiBFYvHgxKioqPG7/4IMPIisrC9ddd90ArXBww8WNSi5ueFqqqSkiayIIgiAIT0Q0cjNt2jS89NJLGDNmDGpqavDAAw+guLgYu3fvhslk6rf9Z599hueffx47duzw+TE6OzvR2dkpLjc3N4di6YMGitwQBEEQsUZExc0FF1wg/j9hwgRMmzYNBQUFeOutt/pFZlpaWnDNNdfgueeeQ2Zmps+PUVpaigceeCBkax5sKDsUA9TrhiAIgohuIu65kZOamorRo0fjwIED/W4rLy/H4cOHsWDBAnGd3WF21Wg02Lt3LwoLC/vdb/ny5bj99tvF5ebmZlgsljCsPj4RkRuZoTiBuhQTBEEQUUxUiRur1Yry8nJcc801/W4rKirCrl27nK6777770NLSgj//+c9uBYtOp4NOpwvLeqMZu82Gum3b0F5XB4PZDPPkyU6+GV8R4kZWxZaQkgIAaDxwALVbtgS8b4IgCIIIBxEVN3fccQcWLFiAgoICHD16FPfffz/UajUWLVoEAFiyZAny8vJQWloKvV6P8ePHO90/1RFBUF4/2KksK8P20lK01taK65KyszFp+XJYSkr82pcwFDsiN5VlZdjxhz8AAJoPHMD6pUsD3jdBEARBhIOIipuqqiosWrQIDQ0NMJvNOOuss/Dll1/CbDYDACoqKsRBlfCNyrIybFq2DHlWK2bW1SGlowNNej2+s1qxadkyFK9c6ZcIEX1uNBqnfY8Lwb4JgiAIIhxIjDEW6UUMJM3NzUhJSUFTUxOSk5MjvZyQYrfZ8H5JCVLLyzGrogKS7DYGYGN+PhoLC7GgrMznNNLhDz/E5jvvRNbUqWg9ciSk+yYIgiAIX/Hn+E1hkTiibts2tNbWYlxdnZP4AAAJwNi6OrTW1qJu2zaf98kjN92trSHfN0EQBEGEAxI3cUR7XR0AIKWjw+XtqY5+P3w7X+BTwfm/odw3QRAEQYQDEjdxhMHhVWrS613e3uioGuPb+QKP3Ggc+wzlvgmCIAgiHJC4iSPMkycjKTsb35nNUBqpGIA9ZjOSsrNhnjzZ533yaildRkbI9+0Ku82G2i1bcPjDD1G7ZYtoIkgQBEEQvhJVfW6I4FCp1Zi0fDk2LVuGjfn5GFtXh9TOTjTqdNhjNqPaaETx8uV+GX65uFBpNCHft5JQlrATBEEQgxcSN3GGpaQExStXYntpKcqMRnF9UnY2igPpc8NLwdXqkO9bTqhL2AmCIIjBC6Wl4hBLSQku+vhjQOqtayq87DIsKCsLSBxwIzGPyFhKSrCgrAy5s2YBAEZcemnA++YpqEPvv4+tDzyAPKsVsyoqkNneDi1jyGxvx6yKCuRZrdheWkopKoIgCMInKHITr9jtgKOFkSErK+B0kYjcyJopqtRqpIwciaMbN0JrMgW0b1cpKE9l5mVGI+q2bUP21KmBPA2CIAhiEEHiJk6xOUqzlf/3F7sjciMpBIzOMV+qK4DhmcoUVFNCAr7Ky6Myc4IgCCIkkLiJU2wyoWDr6gp4P3LPjRwxGbypya/92W02bC8tFSkoCYDNkT5r0uuR2d7e7z5UZk4QBEH4A3lu4hR5tMYejLjhU8GVkRuHuOnyU9y46qJsbmtDUlcXvsvMDGuZOUEQBDE4IHETpzhFboJIS4mp4MrIjSMt1elnWspVF2UVgEm1tag2GrHRYkGdwYBulQp1BgM25uej2mjEpCDLzAmCIIjBA6Wl4pSeEKWleIWSpJjOHmjkRt5FWZ6CsrS0oLiqCl/n5KBs+HBxfSjKzAmCIIjBBYmbOMUpLRWCyI2kcf6oyMUNs9v7iR93iC7KMs8NZ2hLC8rT0tCu0QCShHOefx7ZZ5xBERuCIAjCLygtFaeEzFDsJnLD01LMbkd3S4vP++NdlKuNRvzPRQrqqNEo+vOYTzuNhA1BEAThNxS5iVNCVQrOZOMX5KgTEqAxGNDT3o7OpiYhdnxh6HnnISkvDzVVVThqMonrk7KzMfPOO/H5b34DwGGENhgCXjtBEAQxOCFxE6eE23MD9EZvetrb0dnYCFN+vs/7rNu2Da3V1VDp9Sh+4gn0tLfDYDbDPHkyJJUKn99xB8BYUOsmCIIgBi8kbuKUkHlu3PS5AXp9N23HjvlsKrbbbKjbtg3f/OlPAIDhCxZg6Jw5/bZTJyTA1tlJ4oYgCIIICBI3cUrIPDduOhQD/jXyczVu4einn6LyrLP6VUKpHOImmP48BEEQxOCFxE2c4uS5CUGHYlfGXl9HMPg78VudkIDuINdNEARBDF6oWipOkUduQlIKHmDkRjluwZeJ36qEhN77krghCIIgAoDETZwSssGZHsSNL5EbV+MWOHzid2ttLeq2bRPXqx3ihiI3BEEQRCCQuIlTnKqlursD3o8nQ7EYweAhcuNq3IIcVxO/KXJDEARBBAOJmzhFWS3FmHIkpW8IQ7GLUnDRpdhD5EY+bsEVriZ+U+SGIAiCCAYSN3GK3HPD7HYhUvzFk6HYl+GZYtyC2ezzxG+VVguAIjcEQRBEYJC4iVOUPptAoyB2D6XgInLT3Oz2/t7GLbia+K12RHMockMQBEEEApWCxyk2hcfF1tUFbVKS3/vxyXPjpRTcUlKC4pUrsfk3v+k3bsHVxG/y3BAEQRDBQOImTlFGbgItB/dUCs4jN90tLbD39PSbPyXHUlICdXIybCdP4rTbbkPmhAkwT57sMt1FnhuCIAgiGEjcxCn9IjdhEDcJycni/13NzdCnp7vdj727WxiPCy+9FPqMDLfbqkjcEARBEEFAnps4pSdEnhsxFdyFuFFpNNA60kzeUlMdJ08CjEFSq6FLS/O4rZrSUgRBEEQQkLiJU5SRm0CFgqfIDSAzFXuZL9VRXw8A0GdkuCwrl0NpKYIgCCIYIipuVqxYAUmSnP6Kiorcbv/OO+9gypQpSE1NRVJSEk4//XS8+uqrA7ji2CFUaSnRodiNIOGpKW+RG96kT5+Z6fUxyVBMEARBBEPEPTfjxo3DunXrxGWNB1Nqeno67r33XhQVFSEhIQEffPABli5diqysLMybN28glhszhKoUXERu3Lwv/kZuDD6IG4rcEARBEMEQcXGj0WiQk5Pj07Znn3220+Vbb70VL7/8Mj777DMSNwr4+AWtyYTulpbgDcXuIjd8eKa3yA1PS/kSuaEmfgRBEEQQRNxzs3//fuTm5mLEiBFYvHgxKioqfLofYwzr16/H3r17MWvWLLfbdXZ2orm52elvMMDFDE8bBey54R2K3UVu+PDMUEZuqIkfQRAEEQQRFTfTpk3DSy+9hLVr1+KZZ57BoUOHUFxcjJaWFrf3aWpqgtFoREJCAubPn4+//vWvKFE0gZNTWlqKlJQU8WexWMLxVKIKe0+PGLfAxU3YIzdexI1fkRvy3BAEQRBBENG01AUXXCD+P2HCBEybNg0FBQV46623cN1117m8j8lkwo4dO2C1WrF+/XrcfvvtGDFiRL+UFWf58uW4/fbbxeXm5ua4FzhyISPETaDjF3ytlvJWCk6eG4IgCGKAiLjnRk5qaipGjx6NAwcOuN1GpVJh5MiRAIDTTz8d33//PUpLS92KG51OB50jzTFYkFdK8T404WjiB8hGMFDkhiAIgogSIu65kWO1WlFeXo4hQ4b4fB+73Y7OAA/c8QoXMqqEBGj0egDB97lx1cQPkHluvEVuHKXgPkVuHIZiitwQBEEQgRDRyM0dd9yBBQsWoKCgAEePHsX9998PtVqNRYsWAQCWLFmCvLw8lJaWAuj1z0yZMgWFhYXo7OzEmjVr8Oqrr+KZZ56J5NOIOnillFqvD9qc62lwJuBb5Ka7tRU97e0AfIzcONZMkRuCIAgiECIqbqqqqrBo0SI0NDTAbDbjrLPOwpdffgmz2QwAqKiogEpmZG1tbcWNN96IqqoqGAwGFBUV4bXXXsOVV14ZqacQlfDIjUanE2XVATfxcxiT3RmKffHccL+NxmDwaTI5eW4IgiCIYIiouFm1apXH2zds2OB0+eGHH8bDDz8cxhXFBzZXkZtAPTc8cuOliV9PeztsXV1CmMjxx28D0OBMgiAIIjiiynNDhAYuZOTiJmDPjZfIjdZoFLe563XjT6UUQIMzCYIgiOAgcROHiMiNThd0FEQ08XPjuZFUqj7fjZvUlL+RG0pLEQRBEMFA4iYOEZ4bvb5PKAQ7ONONuAH6TMVeIzcOL5U3qBScIAiCCAYSN3FIjyxyE3S1lA/iRudlvlSgkRt7d7ePqyQIgiCIPkjcxCFOnpsgoyC+iBtvaSl/PTeqIKNNBEEQxOCGxE0c4uS5CaJaijHmtYkf4H14JnluCIIgiIEkqsYvEL5ht9lQt20b2uvqYDCbYZ482Ul8OJWCBxEF4WZiwEvkxktaKtDIjb2rC4wxSJLk0/0IgiAIAiBxE3NUlpVhe2kpWmtrxXVJ2dmYtHw5LI7p6KHy3PCoDeDFc+MhcsPsdnQ0NADwP3ID9PpuXPXOIQiCIAh3kLiJISrLyrBp2TLkWa2YWVeHlI4ONOn1+M5qxaZly1C8ciUsJSVO1VLBVB45iRs3fW4AmaHYhbjpbGwU+9Gnp/v0uCoSNwRBEEQQkOcmRrDbbNheWoo8qxWzKiqQ2d4OLWPIbG/HrIoK5Fmt2F5aCrvN5uS5CaZDsTwtpXLToRjoS0u5GsHAU1K6tDQxCsIbcjFDpmKCIAjCX0jcxAh127ahtbYW4+rqoHSgSADG1tWhtbYWddu2uayWCjot5Sly42F4ZrufPW74Y/FxD9TrhiAIgvAXEjcxQntdHQAgxRGVUZLqEDTtdXXOkRuelgogAmL30XPjKXLD1+2r34ZDFVMEQRBEoJC4iRF45KNJr3d5e6Mj/WQwm50iN0GVgnNxI0k+R24YY063dfhZBs6h+VIEQRBEoJC4iRHMkycjKTsb35nNYIrbGIA9ZjOSsrNhnjzZdbVUAN1+felxA/Q18bN3dcHW3u50m0hLZWT49dg0GZwgCIIIFBI3MYJKrcak5ctRbTRiY34+6gwGdKtUqDMYsDE/H9VGIyYtXw6VWu1ytpS9s7NfVMUbvnQnBgBNYqIwCyt73QQauSFxQxAEQQQKlYLHEJaSEhSvXIntjz6KMqNRXJ+UnY1iWZ8bV54bZreD9fRA8rFiCZCJGw8pKQCQJAkJKSnoqK9HV1MTknJzxW3+NvDjUFqKIHzDW1NPghiMkLiJMSwlJcieNg3/mj4dADDsootw5qOPOncoduG5AXqjIL6WYwOA3VEKLnkoA+foUlPRUV/fr2LK39ELHDIUE4R3fGnqSRCDERI3MYi8/4zWZOp3luaqFBzoFQrapCTfH6enB4D3yA0AaJOTAQDVn34KSaUSZ48dAZSCAwiq+SBBDAZ8bepJEIMR8tzEIPJoRrfV2v92R1pKo9NBUqlEAz5/y8G5iPLUwA/o/ZFt3L0bALD3tdewfulSvF9SgiNr1qCruRlA4GkpitwQRH/8aepJEIMRitzEIPJoBhcPcnpkkRsAUOl0sPf0+F0O7kvkRpw9trRgXH2909nj57/9be/ja7UisuMrFLkhCPfwpp4zPTT1LDMaUbdtG7KnTo3EEgkiolDkJgbxNXLDy8ADHZ7JIzfuqqWczh4rK12ePUqMQZeR4fdkb4rcEIR7/GnqSRCDERI3MYg8mtHd0uJ0G7Pbxe08chNo5ZHdSym4LyMhmCRBazD49bgARW4IwhP+NPUkiMEIiZsYxFPkRp564hEb0TPG37SUF3Hj69mjOgBxQ5EbgnCPP009CWIgsdtsqN2yBYc//BC1W7ZEzPdFnpsYxMlzo4jc9MiEhojcBJqW8tKhWH72mKnoTGwHcNDRuVil1cJus/nVe4MiNwThHt7Uc9OyZfifxYJx9fVI7exEo06HPWYzqo1GFDuaehLEQBFNrQkochODKCM38tJw7rdRaTTih00dpsiNu7PHSpMJ748ciW1DhgAAGr79Fu+XlKCyrMznx1Y7+vFQ5IYgXMObeh5LSUHZ8OF4u6gIZcOHo7GwkMrAiQGHF5eklpdj7qFDWPj995h76BBSy8uxadkyv37/QwGJmxjEKZrBGHra2sRFm6JSCuiL3ATsuXFTLeVqJMSh5GRsGjoUqZ2dQX3AVQGumSDCSbSE3DlDzzsPkLVqSB09GgvKykjYEANKNLYmoLRUDKKMZnS1tEDrGMegrJQCQuC58dDnRoyEKC1FmdEIiTHkOqqnuMmYf8A35uf3fgHmzPEaLifPDRFtRFPIndPR0OB0AtB+/LhPTTcJIpREY2sC+hbEIMpohrxiylPkJuBScC8/lpaSEiwoK8Oku+4CkySMr693+wFvra1F3bZtXh+bPDdENBFtIXdO69GjAHrHn0CS0NnYiI6GhoishRi8RGNrAhI3MYitu9vpstxU7Cpy485z4y3ELgzFPsyWUqnV0GdkAAjNB5wiN0S0EI0hd05bTQ0AwDRsGIxDhwIAmg4cGPB1EMETbSlPf4jG1gSUlopB+kVuZOXgyu7EgGvPjS8hdl+ngnM8VU8B/n3AVWQoJqKEaAy5c3jkJik3F7q0NFgrK9FUXo6cM88c0HUQwRGNKU9/EMUljhMA+fckUq0JIhq5WbFiBSRJcvorKipyu/1zzz2H4uJipKWlIS0tDeeddx62bNkygCuODpQH/G4XkRuNK8+N436+hti9NfFTEsreG4GaoAki1ERjyJ0jFzcpI0cCoMhNrBGtKU9/kBeX/M9iQZ3BgG6VCnUGAzbm56PaaMSkAW5NEPG01Lhx41BTUyP+PvvsM7fbbtiwAYsWLcKnn36KL774AhaLBXPnzkV1dfUArjjyKA/4Xd48N7K0lD8hdm+l4EpcVU8F+gGntBQRLURjyJ1D4ia2ieaUp79YSkowvbQUNUZjVLQmiHhaSqPRICcnx6dtX3/9dafL//znP7F69WqsX78eS5YsCcfyohKld0aelhKeG1eG4s5Ov0Ls/qalgP7VU5yk7GwU+xFiFYZihb+IIAaaaAy5c+TixpCZCaBX3DDG/J7n5gq7zYa6bdvQXlcHg9kM8+TJ1BgwhERzytMV3j4PpmHDekfuJCfjjPvui+hnJuLiZv/+/cjNzYVer8f06dNRWlqK/Px8n+7b1taG7u5upKenh3mV0YXygO9rtZS9q8uvELs/hmI5lpIS5M2ZE9SPYqCNBwki1Mi7AW/Mz8fYurqo6QYsxM2QITBaLJBUKnQ1N6Ojvj7oSFKs+0BigWhOeSrx5fPQXF4OAEgvKsKw+fMjsk5ORMXNtGnT8NJLL2HMmDGoqanBAw88gOLiYuzevRsmk8nr/e+66y7k5ubivPPOc7tNZ2cnOmUHyObm5pCsPZL063PjInLj5LmRmXP9Mf22VFQA8C9yIx5TrQ7qTINKwYlogkckt95/v1NEUp+cjOIHH4zIwb6ruVlEbZNyc6HW6WC0WNBy5AiaysuDEjfcB5JntWJmXR1SOjrQpNfjO6sVm5Ytow7IIcLXETYdDQ1+j7AJJb5+HpoOHgQAJBcWRmSdciLqubnggguwcOFCTJgwAfPmzcOaNWvQ2NiIt956y+t9H3vsMaxatQr//ve/oXeTCweA0tJSpKSkiD+LxRLKpxAR+AFfk5gIAOiWCTZRLSUvBZelpfwx/Yo+N35GbkIBeW6IaMNSUoKxv/qV83UXXRSxg7zocZOWJn4LQuG7iScfSLTj6wib7X/4g98jbEKFP5+HZoe4SRkxYsDXqSTihmI5qampGD16NA54+WI+8cQTeOyxx/Dxxx9jwoQJHrddvnw5mpqaxF9lZWUolxwR+AGf95VxFblx18TPH9Mv6+kBEFjkJlhi3XMTyz0rCPe0O0Lyeoe/5cR330VsLXK/DSfFccYcjLjhPpBxHnwgvjbjJDzjqsooVCNsQoU/nwcRuYkCcRNxz40cq9WK8vJyXHPNNW63efzxx/HII4/go48+wpQpU7zuU6fTQSeLYsQDPHKjS0+HtbLStefGRRM/fj9fTb88chOJUGgse27IqxC/WB2VmZaSEux/802c/P572Lu7Rep3IGl1NPBLcpzdA6ERN7HkA4kH+O/x5jvuwFGTKWQjbEKFr5+H1poatFZV9W472NNSd9xxB/73v//h8OHD2Lx5My699FKo1WosWrQIALBkyRIsX75cbP+HP/wBv/vd7/DCCy9g2LBhOHbsGI4dOwarLHIxGOAdivUOI7WrPjfyyI2r2VKWkhLMX7tWXC648MJ+A/fsPHITAXETq56beOhZQbiHR0tyzjwT2uRk2Lu60Lh/f0TXkiiP3DjSUo3l5WBMmXj2jWgufY9XLCUl0DuqhkM1wiZU+Pp5YDYbmN0OrckkIpuRJKLipqqqCosWLcKYMWNwxRVXICMjA19++SXMjhezoqICNY6zEwB45pln0NXVhcsvvxxDhgwRf0888USknkJEsHtKS3nx3DjtR2Zg02dm9jsTEJ6bSEZuYkjckFch/uGCwpiXh4zx4wEADbt3R2YtjiiSPC2VPHw4JJUK3c3NAUdWQtmMk/CdrsZG8f9oipr5+nngJ9TJI0aEpA1BsERU3KxatQpHjx5FZ2cnqqqqsGrVKhTKwlkbNmzASy+9JC4fPnwYjLF+fytWrBj4xUcQpefGZYdiHwZnypv/ufK2+NvEL5QoU2mxAHkV4puetjZ0njgBoFdQCHGza1dE1uPKc6PW6WB0tNIINDUVjd1m4x1bV5dTv7Joipr5+nloOXwYQHSYiYEoMxQTvmF3qHcubnra2kQKqcfF4Ex3KZ5uH8VNJH7ERCothgzF5FWIb7jHRWs0QpucjIxTTwUAnIhU5MaxHqNM3AChqZiylJRg8j33RE232XiHi2ao1UjKyoq6qBn3BR3PyHD7eWhy9LiJBjMxQOImJhGRG1nzQq76vY1fkCNPZ/HKKDkiLRXBainW0xMzaRzyKsQ38kiJJElId0Rumg4cQE9b24Cupae93SmKJCd5+HAAQNWnn7qt1POlms9osYDJ0guG7Ox+vjzCN7y93h0nTwIA9GlpmHTPPSEZYRNqLCUlSJNXJ6tUuODdd/sa+EVRGTgQZdVShG/wKIsmMRFqvR62jg50W63Qpab2GYpdeW48Ddx0ESERhuII9rkBeiNOKoNhwNfgL9Hcpp8IHmUaKDErC4bsbLTX1uLE998jawDfVx610SQlQZucLK6vLCtD+f/7fwCA41u2YP2WLf0q9Xyt5ms5cgQAkD1tGmq/+grttbXoampyOqkivOPL682Fqj493W01qyEjA8W/+11ExaX8mAG7HQ27dmHIzJm9PW54WioKKqUAitzEJFykqBMSoHV8+PmHzlPkxq6M3HhLS0UwcqMUN7FAKAeHEtGHMPDm5YnrIuW7UUaRgL5KvcyjR91W6vlTzWd1dCjPGD9eHLDqd+wY0OcZ6/j6enc4xI3OIRwtJSVYUFaGc198UaR5Tr355ohHzXiGgEcHa7duBQC0VlXB3tUFtU7nVL0XSUjcxCD8YK9KSECCY0wFTzG59Ny4i9zI0lIuxY0jcuPvbKlQIGk0gONHO5YqpvhZV4PFQl6FOMPqwsDLfTcDXTGljCL5Uqm37dFHsf3RR32u5uPjV4z5+cg8/XQAQN033wzo84xl/KmeFJGbtDRxfz7CJu/sswEAJ/bsicTTcIKfEA+dMwcAULtlCwCI5n2mYcOi5uSNxE0Mwg/2Kq0WWoe4UUZuNK48N54MxVHmuZEkqS/iFEOmYqBX4Ex//HFx+cxHHyWvQhzgqjop4pEbRwM/Xyr12o4fR+vx4z5X83FxYyoogHniRAC+RW6oO3cv/lRPcs+NzkXKL9JVeRxmt4tjxtBzzwXQa6bvbm2NOr8NQJ6bmMTuIi3FFbUnz429sxOMMRHG9paWskewFBzojUzZOjtjskuxXCymjh4dNWczRODwtJRRlpZKHzeu97aqKux/6y0kDxsG8+TJYX+/hbhxrMXXSj1ftmmvq4O9u1s8X1N+vjDBN+zeDVtXl1PaWA515+7Dn+pJuedGCY8ONu7fj56ODqcT14Gku7UVcDSGTCsqQlJeHlqrq1G3fbsQN9FSKQVQ5CYm4eZftU4n0lL9qqVkBlz+Q8TsdqeqKF9LwSMlbmKxkR9H/noOdCUNEXpsnZ3oqK8H4NwRuParr6ByRDa3PvAA1i9dOiADDtsUUSRfK/V82cZgNqP16FEwmw1qvR4GsxmmggLo0tJg7+rCye+/d3l/6s7dC49c8dJoX15vpedGTuKQIdBnZID19ODkDz+EadXe4ccLlVYLtU6H7KlTAQDHt24VaaloMRMDJG5iErnnRm4oZoy5jNyoZP+XCwWvnhsubiKQlgJidwQD4Px62tycuRGxg6hOMhigS00F0HcwH9LUNOAHczFXyiFufOkim5iV5XMPFeG3sVggqVSQJMmj74a6c/dSWVaG90tKsH7pUnz37LOQGMPuzEyvr3enrBRcibztQKR6KgF9kf4ER3Ve1hlnAOj13VDkhggaxlhfdCYhQXhuulpanESAK88N4Cxuurx5bngTvwgYioEYj9zI1txD4ibmkVdKSZLkfDCvrBzQg7mtqwvtx4/3rsfhufGlUm/yPff43ENF7rfhmB3ipt6FuBms3bnl/qJdTz/dL3I14fhxHPWh07OnyA2AiI/6APoiN/yYk+0QNw27dvWeKEsSkoYOjdj6lJDnJsZgPT0i76nSavvSUi0tThECeeRGUqmg0mhg7+lxKgf3OS0V6chNjBmKAUXkRjbDi4hNlGZifjCf6eFgXmY0om7bNhG+DxXttbVgdjtUCQmiSzkAt/1RkrKzUSzzvLjaRmcyofihh8Q2QtxYLGKbTIepuG7HDifvHjA4u3Mr/UWupnmPa2iAqasLX+bm4qijfBro/5548twAsqq8CJqKu5qbAUAcc0589x1UKhXsjsITMIY18+dHjb+KIjcxhjyKIY/cdFut6HH8gEhqNVRardP9VC6GZ3pLS/EPbSSa+AHuOyvHAvL3qYfETcyjFDeROpjbbTZUffIJAECXltZv8jfvjzL6Jz8BAGRNndqvUo9vo01KEtflzJ7ttA3vcWNyzKkCes3TklqNjvp67H31VadKqMHWnVvpL5p95Ijbad75LS042/F6AsAZ99/v9J7I50rpXKSlAIi0VMvhw0JkuCNc1Wp8jVqTKaIpWV+hyE2MIRchKkW1lCu/DUet06GntdWpE7HXJn68Q3GEIjexODyT42QoprRUzGNVNPCTH8wzXYjXcBzMlZGC9tpavF9S0u9MWaVWI33sWAC93yFXlVuSSuV00nBS0UNF3uOGU7NpE1SSBBuA7X/4A4C+Sqi8OXMGTXdupb9IAnDY4UNxJ3bTZK+1PiPD6T3hfhtJrRZ+FiX6tDQYLRZYKytx4rvvkDN9usvtXFWrJWZloXDhQpgKCmAwmwOu5uPHC63R6JSS5e81T8luzM/vvX3OnIhWiZK4iTF4RICnmpzSUi66E3NcdSn2uc9NBEvBgRj13ARoKLbbbKjbtg3tdXVB/RARoUVZnTTQozb4mXKe1YqZdXVI6ehAk16P76xWbFq2rF+DSFFoIIvOyrF3dTl955sPHUK31Qqt0Qh7Tw+sVVUA+jw34vFbWjCuvt7l409avhybli3Dxvx8jK2rQ2pnJxp1Ouwxm1FtNKI4Trpzu0pJGhyvpTexCwBtx4453Sb8NmlpHk8k08ePh7WyEg27d7sUN64+I/vS0/GdzYZdf/ub2C7Q0nweMbJ1dEQsJesPlJaKMeSVUgCc0lKeIjcqRYrH1tXldObmsUNxhMVNLEZuAklLySstNt9554CVFRPeUXYnHshRG4FUIglx09rqcp9y0ZOYkwMwJjrgttXUgPX0QJWQgMTsbJ/N03lz5qB45UqcyM+P6+7crlKS5rY2JHV14TsPlVFaR3uOdllUBfDut+F4MhW7+owcMxrxbVYWstvaQpI6EifDDq9VtPurSNzEGDaFuEmQp6VcdCfmKIdnKs/oPM6Woj43fuNv5IZ6hEQvTtVJsh433MDbWFjodDCvzcgI6cE8kEokjcNP4y5yw6/XJCUJs+qJ774D4GwmllQqvx7fUlKCGU8+6bTNBf/+d9wIG8C1v0gFYFJtba/YdVMZled4DVqVkRvendiN34bD36fj27b189Mo3yM7gO3Z2SGt5uOfGUNmZr/nLyda/FUkbmIMeXdiAE7jF1zNleIohYLcbwNEb4diIPbFjbfIDfUIiW7ajh0DGINap3OqTgKcBxxOuOUWAICdMeTMmBGyxw/EvOxr5EZrNIouyw1c3DimgXO/jb+P3634beFRr3jBXU8hS0sLzqqqQm1iosvIVW5xMQAXkZuGBgDeIzdtNTWQGEPXyZP9IrvK96guMRGtCQkY58LgHGhpPk9LpY4e7bWnUjT4q0jcxBg2pbhx/IjZOjvFD5Yvnhv+A8SFi6c+N5GO3MRiWsqfPjeDtUdIrCAfdSAvf+bwAYfjfvELmAoKYO/qQtX69SF5bLvNhg7Hwc+fM2XuxeuxWvtVVAEycSOP3DjSHcoeN/5WQnU1NTndbpVVCsUDnlKSh9LS0KNW49SbbsKMxx/HuS++KCqjErOzAQBtCnHjaa4Up7KsDJvvugtDrFaXkV0uSPl71O6ocHUnSFMcx4GKjz/2uaJKNPFLTR2wlGwwkLiJMfp5bmS9Knh7eJeeG0UpuCg9dHRbZT09Ig3FobRU4PjT52Yw9giJJZRDKt0hSRIKLrwQAHB4zZqgH5d7sLb/4Q8+d7rl8DJvZre7/PzxiI7WZEL6KacAAKyVlehsbOwTN47IjS/dj+WPryxVtlZWBvDsoxuekjw5fLjLKM2pN96IYfPnI3vqVHGQT8zJAdAbCZT/1nbKDMWukEd2Z7tJMZW//bZT92m5wVlJpcmEDx1jEva/+abP3j5+QpxgMrlNyUaTv4rETYyhjNyoNBpoEhMB9B38XEZuFJ4b/gMkP1tQRm/IUBw48tfSW+RmsPUIiTVaFWXgnuDipubzz7H/rbcC7jOi9GCdWV3tU6dbjtpgEJU3rlJT8shNQkqKSEGd2LOnX48bf83TSnHTEofiBugVOLOefhpAr3dJHqVxhcFsBiQJ9u5uUf4N9JWCK1OeHF8nvo9YuBDVjs+IxBgSXRicK00mbBo6FOkdHX57+5RN/OQpWWWUKhqgUvAYQ0RuZE36tCYTetraPEZulA3x+I+bPi0NPIhs7+52GtUgIjcR7nMTi5Eb+Zq9GYoHuqyY8A9lAz9PNJeXQ61Ww2azYesDD/Tez8/SW1d9VDLb26FhDNuzs1HmodMtR5IkaIxGdDc3o9tq7SeM5Z4boLcSx1pRgfpvvxWRFvnoBV+7HwN9B8HEIUPQVlMTl5EbDk8ZmiwWr2XPakdH6Y76erTV1goxw0vBXc2VAnyP7JoKClC8ciU+v+02HHUIkDatFv+zWHrL9zs78XVOTsD9acRnRtaLh6dkoxGK3MQYysgN0Fcx1c7FjYsIgDIKwkOMTpEbhamYRx8i1aGYC7iYjNz4MRVcfmbs65k5MTDYbTYxibmnvd1jFIZHW3IaG4OqeHN3pm5pacGCAwcw2TE0c9Jdd3k8U+apKWXxACBLSzl+O7ipuGr9eth7eqDSamFweETE4zvO1C3z5vVenjfP5eN3Ojw3GY59xrO44T1rlK+VO4TvRlYx5W2ulD+R3ewzz4Td4bGa9uCDOPXXv0aTI3X0r6IitGu1AZmMGWN9nhuZuI1mSNzEGErPDdBXMcUjNxo3HYoBWVrKocITUlJEZEYpbiIeuVGsOZaw+xG5AfrOjI9nZERtDnuwwT0vjfv2AQC+e/ZZt96EUAzS5G3zKz7+GIDrM3UVgBEO8aDsdKuEC5ceL2kpoK+HysnvvwfQOw3c1b5VarXw6GgNBpfb8MgNHxnQWlMTk99hX2hztAhI9FXcOHxbcnEj0lJuxI0/nqfmQ4cA9Aqdwssuw6k33ogF69bh3BdfxKhFiwAE5u2ztbcLmwI/3kQ7JG5iDD4+wZW48ei5UaaleP7UaOyLkCjFTZSUgsdi5MYWwPgFS0kJ0iZMANBr9I62HPZgwt++Q8FWvMkbOO5/800AwXuwtB563SjTUmkOwSLuazK5FWK6lBQAQGdjo8vbubhJHj4cGoMBYEz4luINXtZtyMryaXtlxZStq6sviu4mLeWP56nl8GEAgGnYMKf7Z0+divy5cwEE9rnqklXXco9ntOO3uPn000/d3vbss88GtRjCO6LPjSw6w8OE/AzAo6FY4bnRmkwi7eRO3EQqHSIEWaxPBfdj/AKvbGGMOVVaEANHIH2Hgql4Uwqpy7//Hobubr+qo1zhaQSDMi11bPNmqGWftYZvv3UbpUpwVFi6EzfixCklBUbHVPF4NRVzkcIrobwhr5gCfJsrBbhvGKmM7PLITfKIEf324W/Vmxx5pZSrdgjRiN/i5vzzz8dvf/tbdMt+vOvr67FgwQLcfffdIV0c0R/huVEYioG+NJKn8Qt2ZVrKZBL7UlZLRUsTP3sMTgV36nPjx1Rw7s/x5tMhwkcgUZhAK95cCakExjDl2DG/qqNc4amRnzwt5a9XiLePUPaz4XDPjU4mbuLVdyPETYCRm04f50oBfZ6nU2+6CUBvdEYZ2RXiRha54QQzMkQMzYyRlBQQYOTm3//+N8444wzs2bMHH374IcaPH4/m5mbs2LEjDEsk5Ljy3CQoPnAuxy8oKo/42ZU2itNSsVwtpexQ7KqRmiv4gcje3R2TzzseCCQKE+hZsSfzcHFVFU7q9QF7sDxGbvj4hcREv71COg+RG8ZYX8lwcnKfuImzRn4cnpby2XOjiNx0+DhXiqNSq1Ewf37vPhzGcjlC3Mgq6uS4iwCdHD7c4+dqUIibGTNmYMeOHRg/fjwmTZqESy+9FLfddhs2bNiAAlnpIBEexORvF54bjstScEVaqkuWlvIqbiJkKI5lz43Ta8mYz89BHrHx1vyPCA+BRGECPSv2JKQsLS2YX14OABi1aJHfHixf0lKtNTV+R6kSZJEbZePPnrY2YTxNSE6GKcRpKW66Vs5WigQ97e1CyPlcLSVv5MeYz3Ol5BiHDoVar4ets9MpIma32UQDRnfiBnDuT6N3zIk644EHPH6uuhU9bmKBgI5a+/btw9dff42hQ4dCo9Fg7969aKMw+oBgd2UoVpTm+dLEzymH6s5z4/jhUkWoFDyWIzfKNfuSmmKMOYkbd3OBiPASaBTG3Vnx8cxMl2fFvoxWaHJ8b/PnzvXbgyUMxR7SUvxkx58olehqbrf3myPFU1UqrRZqgyGkaSm56Vo5WykS8EopTWJiv99gdygb+fk6EVyOSq1GysiRAIDGvXv71nP0KOxdXb3T3L100+Ym45zp0wH0DU11R7fMxhAr+C1uHnvsMUyfPh0lJSXYvXs3tmzZgm+++QYTJkzAF198EY41EjJc9bnxJXLjrs+N1pPnhve5iXTkJsYNxYBvpmJbR4fTmTD5biKDSq3GxLvvDqjvkPyseMxPfwoAMOTm9hM2wYxW8BVPkRteHs5HSvgTpVInJPRWQaF/akqekpIkqU/cVFX1i/L4g7/VawNBuyO1lJid7bPJljfyA3qjN9563LgjdfRoAEDj/v3iuiaZ38ZXEcznijXs2uVxu0GRlvrzn/+Md999F3/961+h1+sxfvx4bNmyBT/+8Y9x9tlnh2GJhBxXHYqVatpbKThjrC8t5clzw/vcRDpyE4uGYsVr6Us5uPIMu5vETcQwOML1NSaT354XMUjzuusAAM0HDzqJgGBHK/iKL4bi7DPOCChK5a5iqktWKQX0iidJrYa9qwvtjkiHvwRSvRYKvKXAeOTG1zJwjryRn7e5Uu5wJW5aHOLG5MJM7A4hbnbu9OgL5O9rXIubXbt24YILLnC6TqvV4o9//CM+djSf8pUVK1ZAkiSnv6KiIrfbf/fdd7jsssswbNgwSJKElStX+rv8mMfmqomfMi3lxXNj6+hwyou7FTcRjtzEclqqn7jxIS2lbLZGkZvIceBf/wIADLvkkoBn5+gzMsQIg/pvvwXg+kA9vLkZxVVVaNLpQtrAUaSlFKkjW1eXOGFISE4OyCvkzlQsj9wAvSdhfGxFoL6bYHsIBYIvKbA2WeTGH4TvprbW61wpd6SOGgXAOS3lzUzsirSiIqi0WnQ2NqK1qsrtdnIbQ6zg9yl5puOMxhWzZ8/2ewHjxo3DunXr+hbkIUrQ1taGESNGYOHChbjtttv8fqx4wO5q/IIv1VIyzw0/a5NUKmgSE4Wnxq3nJtKl4DEobpS9eXwxByvFDImbgcVus6Fu2za0VFTgiGOq98iFC2E+/fSA92meOBEtR46g7ptvkDd7tjhQz3RRHZXX0oL9aWnYNmQIJt11F0YvXhzUd89dWkr+udIkJfk1N4rjVtw4PDc8cgP0dju2VlbCWlmJ7DPO8Pt5BNNDKBB4ZC3PasXMujqkdHSgSa/Hd1YrNi1bJgQnj0T5aibmyE3F3uZKuYNHbqxVVehubYU2KQnNjgZ+/ogbdUIC0oqK0LBrF+p37hRpRCVi9IKHXjzRRsQHZ2o0GuT42ADpjDPOwBmOL8dg7anDD5ry6IwvkRv5nCZ+dqUxGiFJUt9tUdbnRh3LnhuHINMajei2Wn1LSynEDKWlBo7KsjJsLy1Fq6O0FwDUanXAqRRO5sSJOPjuu6j/5hsAng/UfLTCtiFDvI5W8AV3aSlRBm4wiBMbS0kJ8ubMQd22bWivq4PBbIZ58mS3axAVU14iNwCCNhXLq9cyXZwk+Nqx2RdcDS0FXA+XbPOzDJwj73UTqOdGn54OfWYmOurr0VRejswJE9B88CAA/8QN0Juaati1Cw27dmGYo8xcSfdg8NyEmv379yM3NxcjRozA4sWLURHifgidnZ1obm52+otlXPa5Uahpbx2Klc73aO1zo4qDtBT/MfDFUKw8CFHkZmBwZ1bNaWrCZ7fdFpRZ1TxpEoBew6atqyvgZn+B4G78gjhQKU6KuFdo2Pz5XiuzfE1LAQi6HDyYzrr+4k8KLGhxc+yY17lSnhC+m3370NXcLCrvXDXw80SGY+SLJ1NxVwympSIqbqZNm4aXXnoJa9euxTPPPINDhw6huLgYLS6m2AZKaWkpUlJSxJ/FTdgtVhB9bmSGYk1iIiBz63v03HR19TnfHT9uXg3FkW7iF2OGYrvNJoQh/5H3yXNDaakBJ9xm1eThw6FLTYWtsxMnf/hBHKjDUR2lRB65kZtFlaMXAkGIG0WXYpGWchW5CfDEVd5DqJ/p2mIJynStxJ8UmL8N/Di8TNtaWel1rpQn5OKGp6QMWVl+v6/cVHxizx63UXKK3PjJBRdcgIULF2LChAmYN28e1qxZg8bGRrz11lshe4zly5ejqalJ/FXGeBtwV5EbSaVy+kB7qpayd3b2M4e59dw40lTR4LnxtcNvNCB/Hf0SNxS5GXDCbVaVJAmZDs9O3fbtUKnVGP/rX4elOkqJGMvS0+N0giDSUo7ITiDo3KSlOhXVUgBgys8HEFyvG0tJCUb/5CeoMRqdTNc1ycmY+cQTIRsu62tkTZeWhvb6+t77BFEtBXifK+UOYSret8/j2AVvmAoKoE1Ohr2rC4379rncpmuwNPELF6mpqRg9ejQOHDgQsn3qdDokJyc7/cUyrvrcAM5nYRoPfW7kU2i1yrSUwnMTLZEbILZ8N07ixvEj71NaSum5oSZ+YWcgzKrmiRMBQPhu2o4dAyQJtWlpIa2OUqIxGEREV56aUk4EDwS3peCuIjdDh/be1tzsdh6VL7QdPw4mSRj2ox/hzEcfRUJqKuyMhTRt7WsKzJSfDzAGSaPxu9JJKYZ0qakBVaTyyE3T/v1C3Jj89NsAvQI8Y/x4AED9zp0utxFWhhg6fkbcUCzHarWivLwc11xzTaSXErW46lAM9CpqPmvEW4di+egFwHVaijEWNeMXgN61KQVdtOIkbhwHEIrcRCcDYVbNdIibY1u24OB//oMfXn0VADD14YeRmJ3tk4E3ECSVCtqkJHRbrehubRW9e0KSlnKIdl88N5rEROgyMtDZ0IB9q1bBPHGi38+1p6MDNZ9/DgAoWrIE6aecgvbjx/HtypX4/sUXkZiTg476+qBfR54C27RsGTbm52NsXR1SOzvRqNNhj9mMaqMRxcuXC3+LwWz2+/eRN/Lj+/BXHHFSCgshqVTobGzE8a1bAfhvJuZkTpiAY5s3o+rTT5GQnOz0Oto6O0XkL5jPzEATUXFzxx13YMGCBSgoKMDRo0dx//33Q61WY9GiRQCAJUuWIC8vD6WlpQCArq4u7NmzR/y/uroaO3bsgNFoxEhHO+p4x23khocLJamf8AH6xI1TWsqD50beTTQaIje2zk5hkIx2ROpQo4Ha0cnVH0OxpFKB2e0kbgYAcaauqI4BQueBaa+thcQYupub8eU99wAAVI4qxeypU4N7Al4Q1XquIjehSEspPTcuxE1lWRl6HNvt/MtfAPSWmU9yU2buimNffAFbezsShwxBmqMX2qgrrsCup59G8759+OTaa8W2/u5bCS+N3/bII06l8Ya0NBTffz8sJSWo+OgjAP77bTiJOTlC3ATitwF6f9NNw4ah+eBB1DuGVgeSlgJ6vWcSYzj2+ec45hCR/HXk4hySROLGV6qqqrBo0SI0NDTAbDbjrLPOwpdffgmz4yypoqICKpkqPnr0KCbyFxrAE088gSeeeAKzZ8/Ghg0bBnr5EcGV5wboU9Rqvd5lK3AuFJjdLs62tArPjbw3C5MZKCMlbiSVCiqNBvaenpjqdSOPrvGeQ76UgnMxo0tPR0d9PYmbAcDXM/VAIwGVZWX4/Le/Ra7VivH19X09U8xmfP6b30ClVocsDeUKLmC6ZEUaoUhLeetzwyM7omdMSwvGyZ+/omeMN6o++QQAMHTOHPH7VrtlC+xdXf1fWz/37QpLSQmSCwvx4YIF4rrRS5aI/fHuxMGIGz7Pyd8ycDmpo0eLEnAASB4xwu99VJaVYc9zz7l9HSc7BLnWaIxYFD8QIipuVq1a5fF2pWAZNmxYTBlLw4HNxfgFoO+HSpIk1G7Z0i80KxdD/IxBWQrOZJ4bubiJlKEY6F23vacnpsrBuUjkwwMB39JS3HNjMJvRUV9PnpsBgp+pf/3ggz43sfMFp0qsykqPPVPC9R3TuOh1I9JSQURuuOfG1tGBno4OaPR6p0GaCSkpIXv+dpsN1Y5jwdA5c8R14X5tlZ2d5cMleaWUvw38OHJRFEgZOCelsFD8X6XV+m1u9uV13PP3vwOILTMxEGWGYsI7okOxzDRcWVaGo44zm562Npetwl2JG0+l4NEQuQFkVV4xJG7k87/4gEGfOhQ7Djp6hzeCIjcDh6WkBNMefRRA71m1v6MWXBGJsQFKXPW6CUXkRms0iplzvGKqu7VVpLMTkpODfv58ttPuZ55B54kT0JhMyHKkBwfiteU9aPjzbNi9W9wWaI8bjlyEdLe2BtRqoLKsDPtfe01ctnd344N58/zqy+TL69juaDQYSykpgMRNzCE6FDsO+jzsm3X8uMdpuSq1WqSfeAmj0lAcbWkpQFblFYPVUuoA01LcvEriZmDhKZbk4cO9NrHzhYEeG+AKVyMYQmEoliSpn6mY+23UOh3UOl1Qz18+22n3M8/0PmZXl4jgBPvaehuKCfSJm8wJEyCpVGg7dkyko4IRN5VlZfjhhRfE5UPvvtvvZNSXfWxatgwZ1dVBTUn39XUEYqtSCoiyainCO3bHh02VkOB3aFal08He04NON2kpeeTGHm3iJoYa+clTh4EYikVVC4mbAUUYPINIE8gZyLEB7uACRl6JFwpDMdCbeupoaOgTN4q5UoE+f7ezncxm4aUJ5rV1NWrDlQmZNyhMys1Ft9WKxn370LBrFxLPPbdvrpSfaSD5cxvnYW6VJ/wZEeFNoPv6OgKx1cAPoMhNTMFkPR3UCQl+h2Z5tIf7P5SRG1eeG0mlcmlQHihiMi0l89yIyI0fHYpF5IY8NwNKZ4BDDN0xkGMD3OEychOCtBTQv2JKWSkVyPP3tWN0xumnB/Tauhu14SriwSM3utRU0cW3YdcuMMb6Ijc+zkX057l5S1GFMiXny3ukc3xOyHNDhA3W0wM4DNUqrdbv0KxyLIPSc+MqLRVpd7w6BudLyaul1H6IGxG5obRURBATmgPsO6JEPjZgY35+WLsRu8OVuOkJQVoKkFVMOUSAsoFfIM/f1wN3w44dfu/bX3EhxE1ammhy17BrFzobG8XJlj9Rt1CJklCmO315j7KmTwcAaCktRYQL+QFenZDgd2jWVeM/wHOfG26mixSqWI/c+JGWEoZix/vFq8RipXlhNGG32XyecM0JdEKzJ3gl1vbS0pBWYvmKMBSHIy2lKAd31ePG3+fvz4F72Pz5fu2bi4uZHsRFmdGIum3bkD11qkhLySM3J3bvFs1S9RkZfn03QyVKQp3u9PYeHfvySwB9fdFiBRI3MYRcfKgSEvxuQNYvcuNhthQfxRAtkZtYHL+gTkgQ4sYvQ7HDc8OvI3HjH756KpSItFQIxQ3Qe/DImzPHb7EVCjympYJMM/QzFCs8Nxz+/Nf97Geo374do6++GpPuvNPl8/f3wC32vWQJ6nfs8Lhvf8WFPHKTMmoU1Ho9uq1W1G7Z0rsGP/02oRIl4Wg8yV/H//3qV6j5/HMMv+QSTHvwQajUalQ4UnXkuSHCBo/c8OZ2/oZ95QdJlUYjxE4sRG5iylAs73PjSEt5KwW3dXUJQZmQnCyeN6Wm/MMfT4WScERuOCq1GtlTp2LY/PkhqcTyFa2iz43dZuvz3AWblnJ4kzrdeG7kqNRqpJ9yCgBAo9e7ff6B+HRUajUyTzsNQG8Vl7t9+zoUk28n99yoNBqkjx0LAOIz5G+lVKg8WOFKd6rUauQ4UlC29nZxf9G7KMbSUiRuYghX3Yl5SLGxsNDrED65uNEmJwujsEtxwyeCR0nkJqY8N/I+Nz56buRpA01iIrSJib3Xk7jxmWANmx1hitxEEpGWchygehSfs2BQTgb3JG6A/tOwlfBU4tC5c1Ht59R0U0EBAKClosLtev0VFzwixdNvPDVV/+23APxv4BdKUeLP774/pDjGGDXJhlcLcRNjkRtKS8UQ7uZK+Rr2VsnL+mRnba7SUpGeCM6JZc+NWlEKzhhzW3nGIzRqvR4qjQaaxER0NjZS5MYP/PVUyOlpaxPRtVAZiqMBZeSGp6TUOl3Q6U63nhtFWorDK4vaZOlCjqtUYo3RiKOyA6onn5IpPx8AYK2sdLte+aiN/1ksGFdf73bUBrPb+0ZJOCJUXNzwoo5AetyE0oMVjnQn73jcfOSI8Pvx0R2xlpYicRNDuJsrBfSFvT0h99zIVbinDsWRFjcxGblxYShmdrvHyeb8jJqfTWscZ9wkbnwnGMNmhyMFodbpgo5oRBNKz02oysCB/vOlOt14bjhC3CgiN+762uzKzESNyYQx11yDoXPmeDxw88iNtbISdpvN7XZ555yDhNRU1DDmUTh1t7SI30CdInLD6bZaPT6WO0IpSnz53feHxCFDoElKQk9rK1oqKpA6cqQQN7EWuaG0VAzhLnLjK2rZPCqtK3Ej63NjjxJxo4pBQ7HNRVoK8Oy74eknnkbgB1gSN77jr6dCjryBXyT7OoUa5fgF/q8myEopoM9Q7HdaqrZWzAj0lEo8u7ISeVYrqj7+2OvB35CdDZVWC3t3t8u0F+9IvP3xx9HV2AhNWhrG/uIXAIDkwsJ+ozY6HM9Jk5gofm9P7NkDleyz8f0LL/jdWZgTKQ+WNyRJEtEbnprqdryvsRa5IXETQ3iK3PiCPC0lL+vzaCiOdOSG9+CJIUOxvM+NSqsVpmxPFVMicuOI9AjPDTXy85lgDJvhqpSKNDxCY+/uhq2rKySjFzg8LdXV0gK7zeZV3PDqIntXl4j2hKr3i0qthtFiAQC0HDnidJt8lMO+11/v3XdXl1ObBqW44IKNp6Qqy8rw2W23YUhzc1DjDmIBue/G3tMj/IJkKCbCRtCRGzettF16bqKkFJwLspjy3Cgmt/tiKlZOaqbIjf/IDZv+mFGB8FZKRRJ5hKbbag1ZjxugL3IDxtDV3NznUXGTllInJAg/U7sjuhLKhnTCdyMzFburnjMfP46df/6z2DePJHHklVLKMTeBdhaOFeSRG3kLgVB8ZgYSEjcxhPKg6S9O1VLePDeOyI0qwqXgse65AeDTZHAuYvjBiDw3gWEpKcHQc89FjdHoVxUJT0vFW+RGpVYLoewkbkIQuVFptWI/nSdO+FQyzCuMWh3iJphUohKjQ9zwiilfquckxmDv6hKpF468x000THcfSETkprxcROM0BkPAx51IQeImhgg2ciNPZ7k0FMs9N9ESuYnBainl5Ha1D5PBuxWGYq1DEFEpuP90t7SASZI4kGadcUY/T4USfjCLN3EDOFdMhTItBfSlpqxVVX3XeRA3SQ5TcbujKiqU87eSeTm4Iy3liyhhDg+NMjIk704cDdPdB5JUh7hpOXJEiP5YG70AkLiJKYL13KjdlYJHs+cmFiM3yrSUDyMYetwZislz4xd2mw0Nu3cDAIqWLAEAdNTX+zx6IZ7KwDnyiqlQpqWAvhQUFxTezvANMlMxEFwqUYkycuOrKAGA9vp6p9vkaalQRpdiAUN2NrRGI5jsuxRrlVIAiZuYQkQEFGMUfMVtWsqV5yZKqqVciRte+XD4ww9Ru2VL1OW6lWkpX4ZnirQULwUnz01ANJeXo6etDZrERBRccAGA3gOvtyaKoloqRBPBowl5I79QpqWAvjJpLijclYFzXDXy471fjqWkBNWQTlkO7qsoAYD248edbpOnpaJhuvtAIkmSSE3V79gBIDbFDfW5iSFCGbnxtc9NpEsUlWmpQOcGDSR2RVoqEEOxOCANInETyLBLJfU7dwIAMsaPR2J2NvQZGehoaEDj/v3InDDB7f06B0PkJpxpKS5uvKQv3DXyG1JcDLsjWnzG73+P5OHD/X7/E3NyoNJoYO/uRnttrU8zmLR6Pbo7OjympeTN/zbm52NsXZ3b5n/xQkphIep37EDdN98AiL0ycIDETUwhPDcBGrvkoshlWioK+9zIIzfumn19Z7Vi07JlQbUdDyU2ZeTGj7TUYI3chEq0NnBx4xAyqWPG4NjmzWjcu9ejuOmIZ8+NrNdNyNNSgUZuFOKGp7USkpMx8oorAuo1xMvBmw8dQktFBZJyc712JM6bPh3Vn37aX9zIIjdA5Ke7DzS8Yop7o0jcEGHF7sgRhzNyw0cEREtaSiUTN/LKB/7TxysfNubn994+Z07Ez6DkfW4A+DQZXGkoHkyem1CK1nqFuElziJuTe/e6vQ9jDJ2yJn7xhkvPTYjTUq1HjwLwI3Jz7JjTOJLmQ4cAAMkjRgTVRNGYn98rbo4cQc6ZZ8JSUoKcmTNR89lnLjsStx492ituPHhuOJGc7j7Q8LQUh9JSRFgJulpKVtbddOgQUouKoFKr+65nDMxmg6TR9ImbKBmc2dHQEPDcoIGmXym4D5PBe9z0uYn3tJSyXDcY0drd2iq6qmbKIjcA0OhB3HS3tIioZTxGbjThTEs5IjX898LXyI2towNdTU1CPDQfPAgASB4+PKj1mBSmYsYYWg4fBpMknLZsGZJyc51EyeE1awAAHYrIDe/ZkyATN0Doxx1EK/3EDVVLEeFEGRHwh8qyMnz7xz+Ky1/cdZdoHS6vbuCPITw3Ee5zIyI3DmEQC+WYymopX0rBldVS2kGSlgplD5ETu3cDjCFxyBBhJk3j4mbfvn6N2ji8UkqTlBSwWT+aSZBFbnpCHblRGLC9HQTVOp24jzw1JSI3wYobbip2iJuWI0fQWl0NlVaLMYsX9xt3wD8n8t8NZreLDsrxaDD3BUNWllMqKlSfl4GExE0MEWjkhof9M6qrXbYOP7pxo9iWn8Haoyxyww9LsVCOKZ8KDsjSUj4Yigfb4MxQ9hDhKSm5tyZ5+HCotFp0W61ora52eb94beDHCaehWKeIbPhyhu/KdxMyccMjNw4PT81nnwHo7afjaiAqHwkh/3y5Gpo52JAkCckjRojLHQ0NUVeV6g0SNzFEIB2KfWkdvkMW0RGRG97nJkoiNyqNJmbKMW3KyI0vHYodt2kG2fiFUPYQUZqJgd73gJsj3fluRAO/OKyUAvqigT1hNBRzfBE3vNcNH8HA7HY0Hz4MAE4H1EAQ4qayEsxux1GHuMk96yzXa8nMBND7PePCz9XQzMFGZVkZmmXflx9efjngIaGRgsRNDGELoBTc17A/HBEaZVoqWiI39u7ukDX7CjfuPDe+GIp5Okor89y4S6fEA6HqIcIYcxm5Abz7bjridGgmh3tuulpawh+58eK5AfqXg7cdOwZbeztUGg2MQ4cGtZ7EIUN6y8G7utBSUYHjW7cCAIbMnOlye21SkjiR4NEb5dDMwQaP9GfV1cX0kFASNzEEj9z44wvwNezPq6L6eW6ipFrK3tkJS0kJpj70kN9zgwYaZZ8b7rnxWArO01KKyA3r6XHqPxRvyDvUbszPD0i02m02VKxdi476ekClQopDzHC478Zd5CaeG/gBfUKm/fhxwCGUQ20oFpd9iNwkySqmgL6UlKmgIGiPn0qjQZJDIB38979h6+iAISsLKaNGub2P0nfjqlJqsBBPQ0JJ3MQQyplFvuBr2F/Z6yZaSsGVHYoNmZliHgwAGC0Wr3ODBhplWspbKbi9pwc2h8hUVksB8Z+a4j1E6nNz/RatlWVleL+kBJ/fcUfvFXY7/rtggdPZZVpREQD3kZt4buAH9H2mxMgDjSbgdhJKNImJTmlyf9JSfD2h8ttwuKm4/F//AgAMOessj+XlJG76iKchoSRuYohAOhT7GvbnqRMeJYi2Jn78uZ9wzDrJOPVUAL0zYSKdOlPidvyCG5Eiv56LGpVGIyJ08S5ugF6BU3jFFeKy1mj0Klp5+Dy1vNxj+JynpayVlcJzIoenpeKxxw3QF6XhkUOt0RhULxk5kiQ5iQCf0lJKccPLwIP023CMeXkAICqecqZP97i93iFueDm46E4cp5E8T8TTkNDoOioQHuFn9/50KPY57K8YwRAtkRtRCu5Y14k9ewAA+fPmQVKrYWtv7zcXJtK4a+LnLi3FfRAqjcYpKid63cRgI79A5n/JJ0t3W63iM+hu//L+OJ7C57rUVOHzaNy3r9++OuPcc6NMQWlCXNYr7wWj88dzU1MDxlhIIzeVZWU48t57TtftePxxjz4RbiqmyE1oDf6RJqLiZsWKFZAkyemvyBFCdsfbb7+NoqIi6PV6nHrqqVjjaMI0GAh0thQP+zcWFroN+7sVNxGOivDnynp6YLfZcOK77wD0VsRw82GLo9IiWnA3FdxdWko5eoEz0BVToRpIylNF65cuxeY778T6pUt9qrRQvo8diq6xcvwNn6eMHg0AOLB6db/nFu+GYmVlVKgqpTjyaM2JH37w+rnhkZue9nZ0W60hEzc8kpd57JhTJC/t0CGPRliRlnJ83pSjFwYT8TQkNOIdiseNG4d169aJyxoPhrLNmzdj0aJFKC0txUUXXYQ33ngDl1xyCbZv347x48cPxHIjSjAdir21DlcrPTeOUvBIN/GTP9fW6mq0Hz8OSaVCWlERTMOGoeXIETQfOYLsadMiuEpn/DUUdyvMxBztAPa6CdVsp0BHKTDGRG8SSaUCs9vRXl+PpNxcl4/jT/i8sqwMDV9/DQA49O67OPTuu07PbbCkpdxdDobKsjKcdFSpAcCn113n9XOjMRiQkJKCrqYmNB04IN7LYMRNMJ2u+3luZEMzBxvxNCQ04uJGo9EgxxGm9Maf//xnnH/++fjtb38LAHjooYdQVlaGp556Cn//+9/DuUyvhGKisdfHCKJDMeC5dbgycsNFTqQjN3JxU79jB4DeH0FtUpIwDkZd5MZdKbibPjfK7sScgRrBEKrZTsEcYDrq69HT3g5JpULKqFFo3LvXY15fHj7PdPG68vB5y5Ej2PW3vyGvpQXj6uv7PbeZTz7Z1+cmTsWNSqOB2mAQfZZCJW7E58bNa+vpc5OYnY2upiYc++ILAI6OuEGsi0fyAhnPYlB6bgZx5AaInyGhERc3+/fvR25uLvR6PaZPn47S0lLkOxoxKfniiy9w++23O103b948vPvuuwOwUveE6qzXG8HOlvIEb9bXr4lfhBW6pNEAkgQwhjqHuEkfNw4AkDxsGACIBmDRALPbhTBUNvHzJm7cpqXC6LkJ5WynYA4w/D1MysuDMS8PjXv39pv3I0eEzxXrBvrC54lZWTj49tuirNXVc/umtFSUR8fzwUyblNQnbkKQllKWDPv7uUnMyUHjvn049uWXAIJPSQVjhOWG4jby3AjiYUhoRE/Lp02bhpdeeglr167FM888g0OHDqG4uBgtLS0utz927BiyHflaTnZ2No45+iW4orOzE83NzU5/ocTXio1QEKjnxhf6eW545CbS4kaShJir/+YbAEC6IwUpIjeOdEY0wIUN0CdC5YZiVw35uhVDMzkD4bkJZelnMAcY/h6aCgrEwcZT5MYXo3zhwoVoPX7c43PjBzRdamrEU7DhRB4VCUXkJtjPDffd1H/7LYDgxU0wRthEx3Xdzc3ocQz0BPoPzRxs8Ei/ch5XrBBRcXPBBRdg4cKFmDBhAubNm4c1a9agsbERb731Vsgeo7S0FCkpKeLPYrGEbN/+VGyEgnBGbtRKcRMlkRugT8w17t8PAEgfOxZA3w+itaoqahrdydehTEsxm83lOt1FbrQDkJYKZelnMAcYubhRVq+4Q/THyclxaZTn4tfbcwPi12/DkQvnUERugv3c8F43/CQq2DLwYIyw2uRk8RvTUVc36IdmxgtRVQqempqK0aNH48CBAy5vz8nJQa0s9QMAtbW1Hj07y5cvR1NTk/irrKwM2XoHuuHRgEZuoqRDMSATc4wJMzHQm6dXGwxgPT2wuhmKONBwAQr073MDuDYVuzMUD0TkJpSln8EcYJzEjaJ6xROWkhKMcPTHyZk5E+e++KLoj+PrcwPi12/DCXXkJtjPTZLiNzvYyE0wna4lSep7PocODfqhmfFCVIkbq9WK8vJyDBkyxOXt06dPx/r1652uKysrw3QPTZp0Oh2Sk5Od/kLFQDc8CqRDsa8oPTfR0sQPcBZzyYWFIs0jSRKSo8xUzF8/SaMRZmyVViteR1fl4D2KuVKcgehzE8rST/kBxt/5Xy7FjY/fG36mnTV5slP43JfnpjOZAAyCyI1c3DieczAE+7nh07g5Jjc+S3/wpeWFO4S4cfRBGsxDM+OFiIqbO+64A//73/9w+PBhbN68GZdeeinUajUWLVoEAFiyZAmWL18utr/11luxdu1a/OlPf8IPP/yAFStW4Ouvv8avf/3riKx/oBse2R1iKRyRm35pqSjpcwM4i7kMh5mYY4oyU7Grye2SJPX1unFhKu6OYJ+bYASJKywlJTANG+bX/C9mt6OlogIAkCwTN54MxXL4bChl9MWXs/ksx4lR3EduQpyWCiZSUllWhi9lv+sAsP6aa0LiT7SUlGBBWRnOffFFzHj8cadInid4KpSnviklFftE1EFXVVWFRYsWoaGhAWazGWeddRa+/PJLmB0/bhUVFVDJDq4zZszAG2+8gfvuuw/33HMPRo0ahXfffTdiPW58qdgIVcMjxlhYPTduZ0tF2GRpt9mcTLqpiiaP0WYqVpaBc9R6PbqtVlGxIqfHjaF4oPrcWEpKkHn66aj55hsclZ3VJ2Vlofiee/yq+Otqboa1stJp/tfZf/87cmbMcCuQ2o4dg72rCyqNBom5uVA5Tgo6Ghpgt9m8CitPs6HclbWqNRoUP/EEajZvBjDIIjchKgUPpGRY3nZgXBBtBzzhqeWFO7iJnXewppRU7BPRI9eqVas83r5hw4Z+1y1cuBALFy4M04r8YyAbHrGeHlGyqjxwhoJo7FDsqsT++2efRVJOjvgB5OXg0ZaWUo7I8NSlOFIdinlvpsZ9+1C/cycgSZj6wAP4+tFHYe/sxNnPPYeUkSP92mftli1gNhtMw4b1ihybDaljxnj8DnBhaszPh0qt7o2iSBKY3Y7OEye8Rj47eOmuG4EiL2ttOngQXz/0EGw9PciYMAGHPvgAwCCI3IRB3AD+lQyHsu1AqOGfMT7nisRN7BO/tY8DxEA1PJIbVcMSuXHT5yZS5bG+NpYTaakoidwoJ4JzPHUp7vbSxC8c4saVcFRrtdClpMBksaDpwAG0HT/ut7jhkZAhM2fi8Pvvo6u5uXdYpcJjIYenFLnvQqXRQJ+RgY76enHA9ESnm7SUHH42nz11Kg6//z7qd+xA5bp1Pt03HnASNyEev+BrpCSYPkjhhn/GeJSY0lKxT+QNFXEAz/Py6cPjbrjBpzyvPziVGIcxLWWLgsiNPyX2/IDYXlsbFQMm3aWlNB4mg/e4G78QJkOxu95MOSdPYtOyZZAca289etTvfR/j4mbGDHFAdTWJW44wEzuEKtC/Jb47etrahI/JVVrKFfx7WbVuXd9cKR/vG6vIo4JNBw+GrD2FP0TzxGmlgKbITexD4iZEqNRqUc6oS00NeViVRwQklSos0RR+MOZ9JyJZLeVPib0uNVWcZVkdptRIopwrxfGUlnJrKOaeGzedjQNanw/CsdURSWmrqfFr3y0VFbBWVkKl0SDrjDN8FzeO9437pwDfxQ1PSal1un6vnzss550HADj+9ddoczQAjWfPTWVZGXb95S/i8pf33OPTINNQE80Tp7mhmDPYG/jFAyRuQoje8QXxNM04UEQVjqw3Ryhx67mJgLjx9wyPHxSjITXlNi0l61KsxK2hOAxpKV+EY7dDTLX6KW541CZz4kRok5J8FzeKtBTgh7hxpJV06emQJOUzco1x6FCknXIKmN0Om+Oz1HL4cESiGeFGTMqurg57B3VvRPPEaWVpup7SUjEPiZsQYnCEtvkPbigRlVJhMBMDfd6aaEhL+XuGF02mYnfDTT0Nz/RmKA5Fh2K7zYbaLVtQ8fHHAHzr2utrWorvu3z1agBAjqO8WogbD2k1u6wBY7IsLSVOFLyIG1Ep5WfkJXnYMEiyURgbb745ItGMcKKc/xTuDureCKZ8PNzo0tKcKkPJcxP7kKE4hPAfZF86q/pLOLsTAx46FEfAUOxviX00mYo9lYIDnjsUu2vi19PaCsaYz5EJJa7Mw96maQMQKRt/973/tdeQMmKEiER5ity0VleD9fRArdc7nT372qWYe2b8SStVlpXhyH//i1yrFeP9nGYdS0SjgTdaJ05LKhX0GRlod3yOE1JSIrIOInSQuAkh4UxLhbPHDeDBcxOByI2/JfY8nVH/zTeo3bIlotNrXTXxA9xHbpjd3he5cVMtxWw22Lu6oA4gJamsOkvu6MCHI0did2YmZsumOQOyadqZmWirr0dbTQ2Y3e72M+Ctoi1nxgwAQLebQbhAnyA15ec7PY4QN8ePe3x+7hr4uSPYadaxRLQaeKN14rQhM1OIG4rcxD6Ulgoh4UxLhT1y46YUPFJN/HxtpV5ZVoZtDz8MALBWVmL90qURTS+4NRQ7hIoyciMXO+4iN0BgqSlX5uEExjDl2DEc9dCReOLy5ZDUath7etxGTnwxJp/YsaN37R7SUvKxC3J4FMer58bPtNRAz4OLJNFs4I3GidN6mam4+ciRuPRgDSYochNCROSmocHjGW8gDFTkRnhuHBGcSDbx83aGNxDdTv3F5iUtpYzc8KiNpFIJ0zFHpVZDrdfD1tHRu52fZ5Pu0hKWlhYUV1Xha8c0bY48NfDNE0+graYGbTU1SHTRo8bXlAfgPi3FvTpA7+sl70ZskEVBPaXkPHUndkW0RjPCwUB2UI91KsvKUPfVV+Ly57fdhqTsbEyKYKqMCA6K3IQQfvbIbDZ0NjWFdN/u0h2hop/nhjfxi/AZlbszPH964Qwk3vrcKCM3YiJ4YqLLA7jcd+Mvng7klpYWzC8vBwCMWrSo3wyeJMfwWncVU76KBMC1uKksK8P7JSWo/uQTAMCRNWucIm78RMHe0yMGY7rCX89NNEczQk00G3ijCX6SlFVXF/GKMiJ0kLgJISqtVjR/CrXvZsA9NzxyE6U/fNGaXnBXLaV20+fGXaUUJ5iKKW8H8ibHgTx/7tx+qYFELm7cVEz5KhKA/uLGXRNB+cFEnZDQ913yEEXxt1oqmsuRw0Ewk7IHA9FWUUaEDhI3ISZcpuKB8tzYlJ6bKBU30ZpesLsp2XdnKO520+OGE0yvm2AO5Em5uQDcN/LzZd96R8WJXNz4E3HT+9Drxt8Ow4MxmhHopOzBQLSeJBHBQ+ImxPAf2fYQm4q56AikYsYXoqmJny+EK73AfSCHP/wQtVu2+H3GJjw3CiO2aOLnxnPjLXITiLiRH8jdmYfdHci9paV82ffIxYsBOBuK/TmYeGvkxxjz21AMDM5oRjQaeKOBaD1JIoKHDMUhJmYjN+763ETpj2A4zJKuerb4ayr02sTPg+fGFRoX86X4NG9fymgtJSUY+/Of4/vnnsNRk8npeXnqK+ItLcX3Penuu/FNaanLfSfm5GD30087lYL7czDhpmJ3B5bu5maRRvV3fEK0liMTA4v8JMlT36d48GANNkjchBgeuQmb5ybchuIomC3lC/72wvGGr1PIveG2z42b8QvuRi9wlGmpQARYR0MDmCRh6HnnIX/uXJ8O5Dxy422+FLPZwCQJ6ePHo2jJEqd982nfcmHmz8FElIO7+S7xqI3WZArIi+brNGsifqGKsviF0lIhRpxthjgtZXec0Q505CZaxQ0QuvRCKCuv3PW58VYK7jZyw4dntrX5ZMTtt56eHlR/+ikAYMxPfuJzWoKLm67mZo99amo+/xwAMOzCC/vtW96hmDlGHfjjA/LWyE9USlHDNSJABqMHa7BA4ibEhCstNVDVUv3ETQT73PgCN0ue9X//13uFSoX5a9f65ZsIpanQbSk4r5by01As0lIOgeWvAKvbvh2djY3Qpab6dfapNRqhTU4G4N5309PRIV6TITNnutwHAIAxIeKcDiZefEBc3LirlvK3OzFBuGIwerAGA5SWCjHhSku583KECrd9biLUodgfVGo1hs6ZA0gSYLejp6UFGh+rZ4DQmgr9nQruLXLD01LNhw8HNCeoct06AEDeOef4/V4m5eSgsbkZbTU1SB05st/tx7/+GrbOTiTm5CC5sLDf7Wq9HpJGA9bTg26rVQg4fjD5cvlyVHvwAXmb1eZvAz+CcAd5sOKP6D9yxRgGWZfiUDJgkRuH5yZWIjcclUYDfXo6Ohoa0F5X59cBL5SmQr8NxW7mSon7OcQNb2TnqwCz22w4/vXXOPzBBwB6xY2/JOXmonHfPreRG56SGjJzpssGhJIkQZuUhK6mpt5y8OxscZulpASH165F5dq1GPajH6Hw0kv7HUzk1VKuuhQHUilFEO4gD1Z8ERtHrhiCH1Q7T54MaeOnsHcoVsyWEobiGIjccEQZvp9Rs1A2dvPW54b19IjXGPBuKOaihx/WfSl9591/P7n2WnQ5OmVvf/hhvzutequYOiYTN+7gqSlXvp1ux9qGzJjh0gfExY2to8Nll+NAJoITBDE4IHETYnTp6ZBUKjC7XYTNQ4GI3Ax0n5sYidwAfQdDf1OCwfSDUeJ2tpRsbpQ8euNrWkql1/skwDpOnnRtOj540O9W8p4qplpratBUXg5JpULOmWe63YcwFbuYDN558iQAiE7ESjQGgxBHrlKClJYiCMIdsXPkihFUarWo3ghlaipSfW6iuVpKSTBmbktJCYbMmoUaozG4yis3aSmVViteS7mpWBiKvfS5sbW3exVgE++6Czv+8IeQzdviXYqVaSm7zYZ9r78OADANHw4NNw67QOvw1LiKvPBUW4Kjk7EreDm4K1MxpaUIgnAHiZswEGh6xBM2NyXGocKd5yaWDHXemr55w3rkCJgkwTRsGAAg+8wz/W5T765aSpIkUQ7OuxTbbTa0OfrVWKurXYoOeYfizIkTAZWqvwAbMQLFK1dCl5YW0lbyrtJSPOX1/YsvAgCay8udBl4q8ZSW4sNl9R5KuT29p1QtRRCEO0jchIFwlIMP1GypWE5L6YPoMdRSUYGWI0cgaTQY/6tfAehNe/gr7tyJG8DZVMxFQouj0d3Ov/zFpUjQyvrcHPnwQ8BuR9qECZjzwguiVPuMBx+EpaQk5K3keVqq/fhx2Ht6AuqzI+91I8fW2SlEXoKbtBQA6BzvafXGjf3GYfC0lI7SUgRBKIidI1cMoQ9DxZTNcWAKd4di1tMDZrfDzgdnxpChOFDPDQAc3bQJAGCeOBHmiRMBAM0HDzqZf33BXRM/oM93c3TjRp9Fgnz8wsF33wUAFF56KXKmTYPlvPMAADWbNwMI/bwtg9kMlUYDZrOh7dixgPrsiMiNQtzwlJSk0fT1w1FQWVaGmg0bAABHPvwQ65cuFQLQ3tMj9kGRG4IglJC4CQOGMKSlBspzA/SmpvjMnpiM3ASQluJlzblnnYWk3FxokpJg7+lB85Ejfu3HXZ8boC9ys/ell3wWCdxA3n78OBr37YOk1aLg/PPFWgGg5rPPAIS26gvofe8NOTkAgKoNGwJKeXkTN7qUFJdl5DxKlFVb61IAHvzPfxwPLnn07BAEMTiJnSNXDBGWyM0A9bkBeqMPsdTEj2MIMB1o6+xE7VdfAQCGFBdDkiSkjhoFAGjct8+vfXlMSzkiNx2NjT6JhMqyMnx67bVO26hVKtRu2QIAyJk+HZJajeaDB9F69GhIq744PDXF02f+przciZsuD2Zip3EYlZUuBeCuP/8ZQO/ohVjyhREEMTCQuAkDYfHchLtDsUzE2Lu7Yzpy02219htz4InjX38NW0cHDFlZSB09GgCEuGnav9+vNbgTN3abTQhUwLtIqPrkE2xatgxphw87RS6yGxpE6iohORmZEyYA6IveJI8Y0Xs5yKovDo/cNB040Puvnykvd4ZiEblx4bfxZRxGO5mJCYLwQOwcuWKIQCMIngh35EZSq3vHF8A5chNLpeBao1FUJPkSNbPbbKjdsgU/vPIKACBH1mk3JdDIjYsmftw83Lh3r7jOm0g48sEHPqWuhjhSU0cd4ubA228DAIaccw7OffFFzHj8cZz74ot+V33xddesXw8AOL51KyTGsDsz06+Ul7s+N7xSypW48dUYDZC4IQjCNbGTc4ghxHypGOpzI0kSVFot7F1dMStuJEmCPjMTrVVVaK+rg3HoULfbVpaVYXtpKVodpdgAUPPJJ6h0iAAewWl0RCx8RRlh496RPKsVM+vqkNzRgQ9HjsTuzEzMrqx0ikxwkaBPS0PHyZMeIxd8jtSQs87Czr/+FUc//xzl77yD8tWrAQCjrrwyqFbyYt0tLRhXX4+Ujg7sS0/Ht1lZ+J/FgnH19Ujt7ESjToc9ZjOqjUYUu0h5iT43isiNSEu5EDe+jsMAqFKKIAjXkLgJAzw90tnYCHt3d0hGJoQ7cgNAiBub7Mw41vwMBoe48RQ1UwqOlI4ONOn1+M5sxqZly1C8ciWyzjgDANBaVYXu1la34xGUyA3FTt6RigohVKYcO4ZNQ4e6FQljLroIe1991Sd/i0qrhUqSYO/owFe/+13vY6tUfqXllCg9L3zd4xoaYOrqwpe5uTg6fLjYXjnwUo67UvAO3p3YhedGGKMVrxvQJwATEhPR1dZGkRuCIFwSNWmpxx57DJIkYdmyZW636e7uxoMPPojCwkLo9XqcdtppWLt27cAt0kd0KSmihLojRCMYwh25Afp8N/LxALEUuQFkTd/ciBul4HCX8tGaTH0RBD+iN3LPjTvviKWlBcVVVTip17v0xQydM6f3cb2krlqOHMFnt92GIc3NTr6cIU1N+Pz22/2eJcXx5HnJb2nB2RUVAIBxv/yl15SXN0Oxq7SU3Bi9MT/fpTE6zeE1InFDEIQrokLcbN26Fc8++ywmOH6w3HHffffh2WefxV//+lfs2bMHN9xwAy699FJ88803A7RS35BUKvGjGyrfTbg7FAN9JlhbDIsbb2ZuX8yqvFrJX98NY8ypz40n74ilpQXzy8sBAKMWLXISCb6UdCdmZeHg22+7riiqrPR71IIcb56XNEfkKKWw0OXASznuxi8Iz42b7sSWkhIUr1yJxsJCJwF4wmJB8cqVovKMxA1BEK6IuLixWq1YvHgxnnvuOaR5aMMOAK+++iruueceXHjhhRgxYgR+9atf4cILL8Sf/vSnAVqt7+i9RBD8xe44oIQ1csPFjSwtFavixl2vG3+6+ArfjY8VU/KGfyqt1mtTvSZHBCZ/7lwnkeBL5KJw4UK0Hj8eslELckLZDFCkpVpbhY8LkM2V8tCd2FJSggVlZTj3xRd7R08AyF+wAJaSkr6J4OS5IQjCBREXNzfddBPmz5+P8xzdVj3R2dkJveIH12Aw4DNHpYi7+zQ3Nzv9DQShNBUzxgbMcwPEduTGW1rKnwO3v71ulOImmKZ67iIXPHVlKigAELpRC3JC2QxQdB9mzMkH5CktJUelViN76lQUXXMNAKD600/BGOubCE6RG4IgXBBRQ/GqVauwfft2bN261aft582bhyeffBKzZs1CYWEh1q9fj3feeQc2D6H30tJSPPDAA6Fass/4Ug5ut9lQt20b2uvqYDCbYZ482WWIn/X0AKz3MBMKc7I7uOfGKXITQ31uAO8jGHwxq/IDNz8wN+3fD8aYKBN39745iZuEBBGB2bRsGTbm52NsXZ1PFUYcS0kJ8ubMcflYvJGft4oiX0ctyAl23XLUOh0kjQaspwfdLS0ikiPvUOwLQ846CyqtFtbKSjSVl4uTBh2JG4IgXBAxcVNZWYlbb70VZWVl/aIx7vjzn/+M66+/HkVFRZAkCYWFhVi6dCleeOEFt/dZvnw5br/9dnG5ubkZFosl6PV7Q0wGdxO5cVWKnJSdjUkuqk7kzd8GInLDz7Altdpla/xoxls60OnAbbFgrIeS5uQRIyCpVOhsbERHfT0MZrPH9y3z9NMB9ApCfuDnEZjtpaUok81Q8lRhpFyvq5Juf0RaIAS7bo4kSUgwGtHZ2Ch8N3abDV2OCKqntJQcbVIScqZPx9GNG3Hkww/R09YGgCI3BEG4JmLiZtu2bTh+/DgmTZokrrPZbNi4cSOeeuopdHZ2Qq04MzSbzXj33XfR0dGBhoYG5Obm4u6778YIR1dWV+h0OuhkfTEGCk/GVrelyFYrNi1bhlNvugmmggJxpq6MCIQLpecm1qI2gCxi1tAAZre7fA78wP3lXXeh2mF4BfofuDV6PUwFBWg+dAiN+/ahfscOj+/bGb//PYD+0TVPEZhACWV0xR2hWreGixtHr5vulhYRifQ1cgMAQ885B0c3bhQDRFVarduhmwRBDG4iJm7OPfdc7Nq1y+m6pUuXoqioCHfddVc/YSNHr9cjLy8P3d3dWL16Na644opwL9dv3KWl3PU+yWxvx/CTJ1FrMGDX3/4mtk/Kzsa4G28E0BtJCeesJ7XCcxNrfhugL03BenrQ2dQEvYdqnJ1/+xua9u9H0c9+hrzZs10euJNHjkTzoUMo/89/cHzzZpfv26yKCmzMz8d3Tz8NwLUAdReBCYZQRVc8EYp181RUl6NLMU9JaY1Gv9KseeecAzzwANqPHxf3Z3Z7TH5OCYIILxETNyaTCePHj3e6LikpCRkZGeL6JUuWIC8vD6WlpQCAr776CtXV1Tj99NNRXV2NFStWwG6348477xzw9XvDnaGYlyLPVFS5VJpM+GzoUORZraIjLI8KbLn/fgDhjdoAEL15ROQmBg8a6oQE6NLS0HnyJDrq692KG3t3N1oOHQIAjP7JT2DMy+u3TWVZGY5v3gwAqPjwQwDw2jUYCK8vSkk4okKhhkdXehyRm05HAz9fU1Kc+h07oNZoYHPMPes8eRLvl5S4TOUSBDG4ieoOxRUVFVDJ0godHR247777cPDgQRiNRlx44YV49dVXkernj+RA4M774aoU2Q5ge3Z2v46w8qjA0aSksE/oduW5iUX0mZnoPHmyt5zbUfGkpOXIEdh7eqBJTBSTr+Uoxw80JSTgq7w8n+YdhdMX5YpwRIVCibKRn79mYsD1OAh5SjCQoaAEQcQvUSVuNmzY4PHy7NmzsWfPnoFbUBDoHYKru6UFNZ9/juwzz4RKrXY5N6cuMRGtCQmYWV3tNipQbTSKwZbhQum5iaazf38wZGaiaf9+j5VqvHdNyqhR/Xw5rsYP2ByvvS/zjgYychMLKMWNr2XgHHfjIOTif3tpKfLmzInZzyxBEKEl9hyjMUBlWRnWXnaZuPzpL36B90tKUFlW5rKHSLsjIuMtKqAKs8G3n+cmBg3FgG8NFHnvGleRHVddjM1tbUjq6sJ3HqZiGxwpMBI3znBx08UjN166Eyvxp6s0QRAEQOIm5PDweerBg07zflLLy7Fp2TJUf/JJv+6zWkfnVm+N5VRhrvqSlNVSYU6DhQtfegzxeVGuxI2r1KEKwKTa2t73zWJx3TX4qqt6tyVx44RyeKYv3Ynl+NNVmiAIAoiytFSs46kSSh4+X1BW1q/KRWIMuzMzMVsWdgf6ogISY0hITg7r+oXnJl4iNx4Odjwt5UrcuEodAn0DL7/OyUGZi6nY/PUjceNMgqPcnhuKu/z03Lh7PzjBNCwkCCI+ic2jV5TiT/jcUlKC+f/9r7i96LrrcNRk6jdL6H8WC6qNRjBJCrtRVZmWCreBOVx4i9x0t7bCWlkJAGI4phxP4weGtrQgrbNTNDecfM89YuClGJpJ4sYJjZvIja+em1COgyAIYnBA4iaE+Bs+73b0/YAk4TRHxYdyllCN0Yik/Pze7a1W1G7ZEtCkZ1/oVwoe65EbN+KmyTGNW5+R4bLDrbfBlUeNRiQ5ulwnDRkiTKx8cnu4S/ZjDeG5UfS58TUt5csg0UlBNiwkCCK+iM1T8yjF3/A57/ehS0mBSq3u17Pk5N69+P7559F25AggSWg5cgTrly51O6YhWJSDM2O1FJy/vm7FDU9JOaZ+u8Jbg7wDq1fDWlEhzLEAYHeMyaC0lDM8LcU7FHdxQ7EfLRwGomEhQRDxA4mbEOLvvB8+2Vg+/E/es4SLiyFWK8YPQG8PtdJzE6vixhG56W5uhq2zE2qFEZtXSrlKScnx1CCv8pNPAPT5R4C+qeAkbpzhhuKeANNSnFhoWEgQRHRA4iaE+Dvvp4NHblyUxNptNux4/HHktbQMWG+PeOlzo01OhiohAfauLnQ0NCApN9fp9kYPlVJK3DXI42ZYHn0D+sTNQDfxi3bkpeCMsb6IZQDNN6O9YSFBENFBbJoqohgePld6ZxoLC/tFWnjkxtWIAGFOrq8fsN4e8TB+AeidRG3w4Ltp8lAp5Sv8wNwpi9zYKC3lEo2siV9PW5sQgQl+dCgmCILwBxI3YcBSUoIFZWU40zETS6XXi4oaOSJy48LUGoneHvEwOJPjrhy8o6Ghd96XJCGlsDDg/fNoW6ertBRFbpxIkM2W4lEblVYLTWJiJJdFEEQcQ+ImTKjUaljmzAEA2Ds6hNlUjvDcuIjcyM3JrghHb4946XMDuC8H5/1tjEOHBnVwdRW5Ic+Na7QyA3Dr0aMAej/zUpjHiRAEMXiJ3aNXDKBJShJmVuV0cKDPr+GqHDkSvT2Unpu4iNy4ETeeKqV8gadUyFDsHVVCguiZZK2uBhCY34YgCMJXSNyEEUmSoM/IAOBa3HR4iNxEorcHPwCxnh6xhliFR7SUkZtQ+G0Az2kpauLnjCRJInrDmyeS34YgiHBC4ibMeGoo5ylyA/hnTg4FyohDLEduuI+pYfdu0fjQbrOh7ptvejeQpKCaIYq0VFMTGOuNrZGh2D1aR6+bVorcEAQxAFApeJjxFLnp9FAKzhnI3h7xIm4qy8qw+y9/AQCc3LMH65cuhS4lBRKADkcDud3PPIND77wTcDNEfnBmPT3otlqRYDJRWsoDvNeNtaoKAIkbgiDCC4mbMOPO2Mrs9r5mZm4iN5yB6u0RD+KGT2XPs1oxrq4OKR0d2Jeejm8ZQ24ImyGqdTpoDAb0tLej8+RJJ3FDfW76I9JSDnHj6+gFgiCIQKC0VJgRkRuFuOlqbgZzpEWi5SxWOSgz1jw3yqnsme3tUDOGA2lpyLNaMbuyEpnt7dAyJpoh5lmt2F5aGlCKKkFRMUVpKffw4Zn8exAtn3mCIOITEjdhxl1aipuJtSZT1Jzp94vcxFgpuKup7HWJiWhNSAhLM0R+gOazkigt5R4+X4qjI0MxQRBhJLaOXjGIO0OxL36bgaafuNHEVtbSVePDdsdzCEczRFEx5XgvqYmfe7jnhkNpKYIgwgmJmzDjLnIjRi948dsMJLEeuXHV+NDgKGsPRzNEMV/KkZaiqeDukTfyAygtRRBEeImto1cM4s5Q7GloZqRQem5iLXLjqvGhua0NSV1d+C4zM+TNEJWeG0pLuUerTEtF0eeeIIj4g8RNmOFpqZ72dvS0tYnrYyFyo4qxyI2rxoc2lQqFJ0+i2mjE/yyWkDZDVDbyo2op9yjTUhS5IQginMTWqXkMoklMhFqvh62jAx0NDTA65hlFZeQmDkrBeePD7aWlKJOlQnQpKTiRmooyWQQhKTsbxQH2uQFkhmKqlvKKU1pKkvpFcgiCIEIJiZswI0kS9JmZaK2qQnt9PYwWCwDPQzMjRTyIG8B940MAIW2GKDw3CkMxRW76Ixc3CcnJMddmgCCI2ILEzQCgz8hAa1WVk6nY2+iFSNDPcxPDByB3jQ9D2QzRXVqKIjf9kYsbSkkRBBFuYstUEaMYXDTy8zQ0M1LES+RmoJDPlwIAG4kbtzhFbkjcEAQRZkjcDACi1020R26UhmISNx4R1VInT4IxRn1uPCA3FFPkhiCIcEPiZgBQ9rphjMWG5ybGqqUGGn6Qtnd1wdbeTn1uPKAxGMT/7d3dQU1kJwiC8AYdvQYAZa+bbqsVdkdzOW9DMwcSSkv5hyYxUbxmnY2N5LlxQ2VZGT6+8kpx+djmzXi/pASVZWURXBVBEPEMiZsBQBm54VEbjcEAjZvOuZGAxI1/SJLU57uRiRs1iRsBn9KeevAg5h46hIXff4+5hw4htbwcm5YtI4FDEERYiBpx89hjj0GSJCxbtszjditXrsSYMWNgMBhgsVhw2223ocPN3KBoQSluRI+bKIraAPFVLTVQyLsUU58bZ1xNaQ/VRHaCIAhPREUp+NatW/Hss89iwoQJHrd74403cPfdd+OFF17AjBkzsG/fPvzsZz+DJEl48sknB2i1/qMcnhmNfhug12MjaTRgjpQZGYq9wyM3HQ0NAOsd8EDiphc+pX2mbEo7h09kLzMaUbdtW0hL9AmCICIeubFarVi8eDGee+45pHk52G/evBkzZ87ET37yEwwbNgxz587FokWLsGXLlgFabWDwyI2tvR3dra1RWSnFkUdvKHLjHS5u2o8fF9dRE79eXE1plxPMRHaCIAhPRFzc3HTTTZg/fz7OO+88r9vOmDED27ZtE2Lm4MGDWLNmDS688MJwLzMotElJolqko74+KnvccORRBxI33hHiRnaApshNL66mtMsJZiI7QRCEJyKallq1ahW2b9+OrVu3+rT9T37yE9TX1+Oss84CYww9PT244YYbcM8997i9T2dnJzodZ4gA0NzcHPS6A0GfmQlrZSU6GhqiO3IjFzdUCu4VLlCFuJGkmJumHi7ElHaH50aemgp2IjtBEIQnInb0qqysxK233orXX38deh8rhjZs2IBHH30UTz/9NLZv34533nkHH374IR566CG39yktLUVKSor4szhmOw00clNxNA7N5MjFjdJgTPQnwTFfiqelVFotJEnpMBmcuJrSHqqJ7ARBEJ6I2NFr27ZtOH78OCZNmiSus9ls2LhxI5566il0dnZCrfjR+93vfodrrrkGP//5zwEAp556KlpbW/GLX/wC9957L1QuIg3Lly/H7bffLi43NzdHRODITcXCUByNkRu554YiN15RpqUoJeWMuyntwU5kJwiC8ETExM25556LXbt2OV23dOlSFBUV4a677uonbACgra2tn4Dh2zFHpYoSnU4HnSO3H0nkkRuRloryyA2lV7wj0lKOyA2Zifvjbko7RWwIgggXETt6mUwmjB8/3um6pKQkZGRkiOuXLFmCvLw8lJaWAgAWLFiAJ598EhMnTsS0adNw4MAB/O53v8OCBQtciqFoQt6luCOaIzfkufELHrmxOXxdFLlxjbsp7QRBEOEgqk/NKyoqnCI19913HyRJwn333Yfq6mqYzWYsWLAAjzzySARX6RuxGLmhM2vvKCdck7ghCIKIPFElbjZs2ODxskajwf3334/7779/4BYVIri4sVZVwebo+xGVkRvqc+MXeoW4obQUQRBE5KG8wwDBDcXNBw8CAFQJCdAkJkZySS6hPjf+oTWZnNJ3FLkhCIKIPCRuBgiDI3LDp4Hr09OjsmSYxI1/SCqVKAcHSNwQBEFEAyRuBgieluJEY48bwDktRZ4b35C/lyRuCIIgIg+JmwFCk5jolIaKWnFDkRu/0VHkhiAIIqogcTOAyKM30Th6AaBS8ECQV0yRuCEIgog8dPQaQHivG4AiN/GE/L2kaimCIIjIQ+JmAImJyA2VgvsNpaUIgiCiCxI3A4g+xiI3ZCj2DZ08LUWRG4IgiIhD4mYAkQua9oYG2G22CK7GNZSW8h+ntBRFbgiCICIOiZsBorKsDPtfe01c3vXXv+L9khJUlpVFcFX9IXHjP2QoJgiCiC6iavxCvFJZVoZNy5Yhr6UF4+rrkdLRgSa9Ht9Zrdi0bBmKV66EpaQk0ssEQJ6bQKC0FEEQRHRBkZswY7fZsL20FHlWK2ZVViKzvR1axpDZ3o5ZFRXIs1qxvbQ0alJU5LnxHx1FbgiCIKIKEjdhpm7bNrTW1mJcXR2UwxYkAGPr6tBaW4u6bdsisbx+UJ8b/yFxQxAEEV3Q0SvMtNfVAQBSHJPAlaR2djptF2nkhlhJQ1lLX9AYjeL/7XV1UROFIwiCGKyQuAkzBrMZANCk17u8vVGnc9ou0sgFDUVuvFNZVoYPL7hAXD707rtRaRQnCIIYTNDRK8yYJ09GUnY2vjObwRS3MQB7zGYkZWfDPHlyJJbXDxVFbnyGG8VTy8sx99AhLPz+e8w9dAip5eXYtGwZCRyCIIgIQeImzKjUakxavhzVRiM25uejzmBAt0qFOoMBG/PzUW00YtLy5VFj3pWnpVQUuXGLk1G8oiLqjeIEQRCDCTp6DQCWkhIUr1yJxsJClA0fjreLilA2fDgaCwujqgwcoD43vhJrRnGCIIjBBOUdBghLSQny5sxB3bZtaK+rg8Fshnny5KiJ2HAkEjc+EWtGcYIgiMEEiZsBRKVWI3vq1EgvwyNqKgX3CblRPLO9vd/t0WYUJwiCGEzQ0YtwggzFvhFrRnGCIIjBBIkbwgkVGYp9ItaM4gRBEIMJOjUnnHCaLUWRG49wo/j20lKUyRr5JWVno3j58qgyihMEQQwm6OhFOEHjF/wjVoziBEEQgwkSN4QT8gqpum++Qfa0aXSg9kIsGMUJgiAGE3RqTggqy8rw2S23iMufXn89jRIgCIIgYg6K3BAA+kYJ5FmtGFdXh5SODjTp9fjOasWmZcuirtkgQRAEQbiDIjcEjRIgCIIg4goSNwSNEiAIgiDiChI3BI0SIAiCIOIKEjeE0ygBV9AoAYIgCCKWiBpx89hjj0GSJCxbtsztNmeffTYkSer3N3/+/IFbaBxCowQIgiCIeCIqxM3WrVvx7LPPYsKECR63e+edd1BTUyP+du/eDbVajYULFw7QSuMTGiVAEARBxBMRFzdWqxWLFy/Gc889h7S0NI/bpqenIycnR/yVlZUhMTGRxE0I4KMEGgsLUTZ8ON4uKkLZ8OFoLCykMnCCIAgipoh4n5ubbroJ8+fPx3nnnYeHH37Yr/s+//zzuOqqq5CUlOR2m87OTnQ6DLEA0NzcHPBa4x0aJUAQBEHEAxEVN6tWrcL27duxdetWv++7ZcsW7N69G88//7zH7UpLS/HAAw8EusRBB40SIAiCIGKdiKWlKisrceutt+L111+H3k2Vjieef/55nHrqqZjq5UC8fPlyNDU1ib/KyspAl0wQBEEQRAwQscjNtm3bcPz4cUyaNElcZ7PZsHHjRjz11FPo7OyE2k06pLW1FatWrcKDDz7o9XF0Oh10jlJmgiAIgiDin4iJm3PPPRe7du1yum7p0qUoKirCXXfd5VbYAMDbb7+Nzs5OXH311eFeJkEQBEEQMUbExI3JZML48eOdrktKSkJGRoa4fsmSJcjLy0NpaanTds8//zwuueQSZGRkDNh6CYIgCIKIDSJeLeWJiooKqFTOtqC9e/fis88+w8cffxyhVREEQRAEEc1IjDFlU9q4prm5GSkpKWhqakJycnKkl0MQBEEQhA/4c/yOeBM/giAIgiCIUELihiAIgiCIuILEDUEQBEEQcUVUG4rDAbcY0RgGgiAIgogd+HHbF6vwoBM3LS0tAACLxRLhlRAEQRAE4S8tLS1ISUnxuM2gq5ay2+04evQoTCYTJEkK6b6bm5thsVhQWVmJ5OTkfpcD3Sac+6Y1Rtc2kX58WiOtMZoen9YYv2sMBMYYWlpakJub269NjJJBF7lRqVQYOnRoWB8jOTnZ6Q1UXg50m3Dum9YYXdtE+vFpjbTGaHp8WmP8rtFfvEVsOGQoJgiCIAgiriBxQxAEQRBEXEHiJoTodDrcf//9Ygq58nKg24Rz37TG6Nom0o9Pa6Q1RtPj0xrjd43hZtAZigmCIAiCiG8ockMQBEEQRFxB4oYgCIIgiLiCxA1BEARBEHEFiRuCIAiCIOILRoSEp556ihUUFDCdTsemTp3K/v73v7OLLrqIDRkyhAFgV199NZsyZQozGo3MbDazCRMmsNGjRzOTycRMJhM788wz2Zo1a8T+SktLGYB+f2PGjGFVVVVs8eLFLD093eU2ANjkyZPZsGHDmF6vZyNGjGDXXHMNGzZsGFOr1WI/yjWeffbZTKfTiX38/Oc/Z1OmTGFarVZcl5WVxVQqFVOpVAwA+9GPfsQsFgtTqVRMkiQGgP3yl79kF110EUtMTGQA2MiRI/utLz8/n2VnZ4v7uPvj61Wr1Wzs2LFs7NixYj0JCQlsxIgRTq/DkCFDWHFxMTOZTOK61NRUlpCQwAAwlUrFhg8fzsaOHSueqyRJzGg0slGjRjGj0Si2dfX6jhgxwmnf7v4SExPFc9NqtSwhIUFcTk9PZ0VFReK5qVQqptPpxO1Go5FlZ2ezlJQUJkkSkyRJbKNSqZharWYajYYlJSWxYcOGOb2vBoPB5Vr0er1Pa05MTGQTJ05kP/rRjxgAptfrmclkYqeeeioDwCZMmMDS09NZUlKS+Nzw9+PgwYNs+vTp4v2yWCzicnJyMtPr9SwzM5OdcsopDAC75ZZb2Pnnn+9xTUOHDmWJiYlOn0F///j76e8f/4yH40+SJKZWq5larWZarZYlJyczk8nENBoNS0hIYHq9nqWnpzt9bocMGcJOP/10cZ1arWY6nU5sn5CQIPbHv48qlYoVFhayDz/8kC1evNjp+y3/MxqN7O9//zvLy8vz+p2M1T9JklhmZiYbM2YMMxgM4vXJz89n+fn54v02GAzswgsvZMOHDxfXmUwmZjabmUajEe9bcnKy2A+/389//nN27733On0nlX+FhYXsl7/8pcvvqvxv6tSpLCkpSaw9KSmJ6fV6se6JEyeya665RvzO8t8x/vnQ6XQsNzeXDRs2TKxbkiTxmeGfG37Muuqqq5jRaGQAxOMqPyO5ublePx98naeccgp77LHH2IQJE8TrmJ6ezj7++GOnY2dDQwP7yU9+wkwmE0tJSWHXXnsta2lpCfqYTOImBKxatYolJCSwF154gX333Xfs+uuvZ0lJSWzZsmXsnXfeYQDYxIkT2Ysvvsh2797NduzYwSZPnszMZjPbsWMH27t3L7vnnnuYVqtlu3fvZlu2bGHDhg1jWVlZLCMjg9XU1Ii//fv3s4KCAvazn/2MffXVV2zr1q3szTffZF988QWrqalhZWVlDOg9mHzwwQfs0KFD7O2332YqlYolJSWxhx56iAFgV155JTMYDOyWW24Ra9TpdGzhwoXsySefFF/oRYsWsQsvvFB8cH/84x+zG264QYivrKws9sgjj7Abb7yRrVy5kgG9B5OLLrqIDRs2jAG94mby5Mns1ltvZc8//7x4rDPPPJM98cQTDAC7+eab2dNPP+20DQD2i1/8gn300UfsvvvuE1/gu+++m73//vvssssuE9f97W9/Y2+88QZLTU1lANgll1zCli1bJtZjMpnYO++8w/7xj38I4XH77bezjz76iL355ptCfNxyyy1s5syZYr8zZ85kGzZsYOvWrWNTpkwR+3733XfZ6tWrmdFoZKmpqey///0vW7duHRs1ahQDekXQ22+/zd5//31xYL7rrrvYe++9x1JSUhgA8drn5uYyg8EgfgDefPNNNmbMGKZSqdgDDzzAXn75ZZaens4sFgtTq9Xs7rvvZueccw7Lyclhl112GVOpVGzy5MkMAMvMzGSSJLHHHnuMff755+zvf/8702g0TKVSsaeffpp9+OGH7IILLmBqtVpsY7FYGACm0WjYf//7X3bdddeJH6nFixezN954gyUmJjK1Ws2MRiNbv349e/nll8WBdMaMGQwA++c//8kSExPZsGHD2M9+9jP2t7/9jWk0GqbX69nll1/ODh06xF555RVmMBiYVqtlxcXFQvzodDo2fvx4VlNTw/773/8KET1jxgz25ptvsry8PDZ06FC2dOlSsY1GoxGf9S+//JLddtttDOgVaZ988gn75JNP2NChQ5lKpWLDhg1ja9euZUOHDmV5eXmsuLiYAWDvvfceu/DCC9kll1wi3rPhw4ez8ePHs6uuuoqNHj2affTRR6ykpIQZjUaWlZXF5syZwwCw0aNHswkTJrAxY8awb7/9lr3yyitMq9Uys9nMNmzYwDZs2MAef/xx9otf/EJsU1BQwAAws9nMLrvsMnbttdcyAGzcuHEsKyuLXXzxxWzWrFksKyuLSZLEpk+fzl577TV27rnnihMh/nqfdtpp7LbbbmPZ2dls/vz5bOzYsSw3N5elpqayefPmsTfffJNdccUVzGAwsCFDhrBzzjmHjRo1Soig+fPnszVr1rCvvvqKPf7440ySJDZ+/Hj2yiuvsJdffpklJyez8847j61Zs4b94Q9/EN/31atXs6+++orl5OQwAGzJkiVs06ZNbNSoUeLA94c//IFNmjSJZWdnMwBs8eLFDAArKSlhd911FwPA7r//fjZ8+HBWWFjIALBnnnlGvNYZGRkMADv99NMZAPG6/fOf/xSvNRcH//d//8c2bNggvu98G34fAOyOO+5gN998s/heGwwG9tRTT7GSkhKxn7lz57I1a9aI77lWqxX3GTlyJNNoNMxgMLAnnniCnXbaaUIAXHXVVeyjjz4Sn4vExER2zz33sFNOOUUInKuvvppt2bKFPffcc+L34Mc//jH74IMPWElJCQPALr/8crZlyxZ24403iscvKChgq1atYkOHDhVr/8tf/sKuvPJKIVRzc3PZCy+8wMaOHet0kvnGG2+w4cOHM7VazYYNG8aefvppZrFYWHp6OtNoNKygoIBdeOGFzGg0sjFjxjBJklhBQQHLysoSImbEiBHsnXfeYW+99ZbY9x//+Ee2bt06dvHFFzOVSsVSU1PZnXfeKV5rg8HAvvjiC/b3v/+dAb3C/I9//CP7z3/+wwoKCpharWb19fXi+Hn++eez0047jX355Zds06ZNbOTIkWzRokVBH5dJ3ISAqVOnsptuuklcttlsLDc3l5WWljLGGAPA/v3vfzvd5/jx4wwA+9///ieuS0tLY0899RQbNWoUKysrYwUFBSwzM9PpfnfddRc766yz3K7l1ltvZYmJiWzp0qXiura2NiZJEjv77LOd1jNp0iR27733MrvdzgCwn/70p+I+/GD35ptvskOHDokPrvx58OuOHDnS77rMzEy2e/du8cNw8cUXO20ze/Zsp8vK14f/kHL27t0r9s1fsxMnTvS77vPPP2cA2NNPP80+/fRTBoDt37/faZt//vOfDAD75JNPxP75tmlpaaympkbs9/LLLxfbTJo0qd97pnwfx48fzwCwe+65hzHG2EcffSR+FJYsWcIaGxvFj9vtt9/OGGPs+++/Fz+KANjJkycZY72fh3/+85+MMcbeeustlpCQIK779ttvxcFZkiT2pz/9SRwkdTqduN+0adPYfffd57Qv5b5VKhWbNWuW+Pzl5eWJ9+1Xv/oVGzVqFHv99dfF2WRLSwsbNWqUEKHnnHOOOCMtKytjs2fPFve77777mCRJ7Oabbxb3e/bZZ8WP4IgRI8RzP/3008U2RUVFLD8/X+yH7/fWW28V2/CzUP4d+eijjxgAlpeXxxhjTq/1iBEjnF5rLtj5a33//fez0047zem1/t3vfieu46+3RqMRn49x48axadOmiW2mTZvGiouLxWWOfN8qlYpZLBbxHeZrPu+888R1J0+eZABYTk6O2EdjYyNTq9VszJgx4vv4zTffOP0ebNmyhQFgZ5xxhrhfU1MTA3ojtXl5eWz37t1Mq9WyxMREpzUWFRUxs9ksLit/Zy6++GKWlJTEHnzwQcZY3/dRq9Wye+65R7zWCQkJzGw2M7vdLl7rvLw89sknn4jX+9Zbb2WFhYXMbreLgya/LH+t1Wo1O3r0qDjjT0lJEdtMmzaNTZ061el+8v3y11qn0zGTycTsdrt4rU0mEyssLHR6rY1GI1u8eLF4rfnvj/y1zsnJEffjr3VeXp64H3+ts7OzxWvNTwD4NowxptfrmdFoFJfnz5/PCgoKxDZcNABgH3zwgdNvX2pqKrv33ntZT0+PEDFXXHEFY4yJzyUXht988w1ra2tz2oavm1/H18wjwr/4xS9YQUGBOFni97vsssuYJEmssLCQ3XvvvYwx1m/f/DXjx5UffviBAWDTpk0Tz5X/Zl9//fWMMcb27NnDALCtW7eKbf773/8ySZJYdXU1Cwby3ARJV1cXtm3bhvPOO09cp1KpcN555+GLL75we7+mpiYAQHp6Omw2G1atWoXW1lZ8/PHHmD9/vthfY2MjcnNzMWLECCxevBirV6/GlClTsHDhQmRlZWHixIl47rnnxFpee+01zJw5E5988gn27dsHAPjmm2/AGMOZZ57ptAaDwYDPPvsMhw4dAgCcdtppTrePHj3a43PgpKamisfnz3/ZsmUYN26c2GbDhg3IysrC6NGjAQAZGRmYN28esrKyAABfffWV2La2thYAIEkSqqurwRjDpk2bxO3p6enieSmv4/vjzwnoHeIm34bv32w2AwBaW1vxz3/+EwBw3333IScnR9x33bp1yMzMRFFREbZv3w4AuOWWW5CdnY3Zs2dj/fr1Yt/btm3D7t27AQCfffYZTpw4AavVCtZ7EoGrrroKW7ZsQXd3NwCgo6MDADBq1ChkZGSIy/LPw/Tp0wEAJ0+ehE6nQ2trK0477TS8+OKLyM/Pxw033AC1Wo3zzz8fQO/nqrOzE7/5zW9QVFSEr776CocOHUJjYyPuvPNOzJo1CytWrBD73rZtG+x2O44dOyY+f/z5p6amYsOGDZg/f7547Ww2G2666SbMnz8f1157LXQ6HRoaGgAAc+fOFZ9bfr+CggKo1WqoVCrcdNNNmDt3Lnbu3AlJkpCeno4f/ehH4rX+4YcfkJmZifr6evzwww/QaDR48cUXUVVVhYceekh8Z2666SZMmTJFvK78O3LFFVcAABoaGpCbm4tTTjlFvNaVlZXIzc3FhRdeiMTERFRVVQEATjnlFIwYMQKrV6/Gvn37kJubixtvvBGSJKGlpQX79+/HkCFDUFxcDKD3sz1p0iQAQFVVFb799lt8++230Gg0+Oqrr7B//37s2rULarUaBoMBc+fORVNTE/bv3w+z2SwG9w4bNgyXX345LrnkEgDAjh07xPe6sLAQAKBWq8X3/Oyzzxb7vPHGGwEAV111FV555RVxv7lz5wIAEhMTxf1OOeUU8VwyMzNxzjnnoLu7G+3t7dDpdNBoNMjMzMQPP/yAkSNHIicnByqVCo8//jiam5uxcOFCZGZm4j//+Q+GDh2K9957D9XV1WhpaRHv27x587Bt2zZ0d3ejp6cHQ4cOhSRJGDFiBFQqFU477TQxpJj/Rl177bWQJAkNDQ1gjInLra2teOaZZwAAV1xxBYYMGSI+193d3TCbzeJzvXv3bnR1dSEnJwfFxcV46aWXxH7457q7uxsqlQp79+5FWVkZAKCnpwdNTU3Yt28fampqxG/A6aefDgA4fPgwVCoVmpubcfDgQQDA3r170dLSIu7HP4s1NTU4/fTT0dXVhRUrVojP309/+lOMGzcOkiShu7sb7777LsaMGYOFCxeio6MDdrsdZ511FrKysrB161ZUVFTg9NNPR21tLT744AMxFNJqtYrfBQBIS0vDZ599hiNHjoA5WtT98MMPAICkpCTxHeX09PQ4bcPXDQDff/89/vGPf8BkMsFut8NsNmPv3r0AIPa9evVqjB49Gv/5z3/AGMOxY8fw+OOPY9q0aXj33XfFvuW/2Wq1Gp999hn+/e9/AwAuvvhip/UnJCTgs88+AwB88cUXSE1NxZQpU8Q25513HlQqldMxISCCkkYEq66uZgDY5s2bna7/7W9/y6ZOncoY6x+ZsNlsbP78+ez0009nSUlJTK1Ws5SUFHbnnXey8ePHs/b2dsZYbxTgwgsvZN9++y1bu3atUwh/+fLlbPv27ezZZ59ler2evfTSS+z//b//x9RqNausrGR33XUXkySJaTQaJkkSy8/PZ7NnzxbrvfXWW5lKpWKjR48W0Y7nn39erBEAmzFjBrviiitcRm7a29sZAFZcXMzef/99lpSUJM4kRo0aJc6e4IjS/Oc//2E7d+5kL7zwggivPvHEE+ybb74R+96wYQNjjIkQ+KxZs8TZskajYVqtlmVkZLATJ06wzs5OduWVV4qzGfnrajQa2Z133imiMXPnzmUzZ85kjDFWW1vL9Ho9Gzp0KPvb3/4mQssajYZlZGSI/cBx5rx27Vq2c+dO9vvf/16s+4UXXmDbt29nt956K5MkiU2aNIkxxtgNN9zAjEYjmzZtmniv+N+ECRNYUlKSk4/j8ssvF++/Wq0WZ0v88/Dhhx+ynTt3ioiORqNx8glJksQSEhKcnkdCQgJ78MEH2b/+9S8nn8rVV1/t5A/4xz/+wXbu3ClSO/xfoDcdlZiYyNLS0lh6ejqrr68XofOhQ4c6fUZNJpNIT9TU1DDGGDvllFNYRkYGq6ysFH6GsWPHisdOSUlhJpOJZWRkiM9Rbm4umzJlChs5ciS79957ndbyxRdfsGXLljFJktisWbPY+PHj2fXXX89Gjx4tPAJqtVr4EfR6Pfvkk0/Y7bffLvZz9tlni+9RUlKSeB03bdrE1q5dy4qKilhmZiZbs2YNM5vNLC8vz8m/kJiYyEwmE8vMzGSbN28WZ+gpKSns4YcfZjfccIN4LKPRyF588UV2ySWXMEmSWHp6Onv55ZfZFVdcIaJi/D00GAziMTQaDbvjjjvYueeeK7a56KKLxPec34enLXiqVqPRsN/+9resqKhIvMb8c8ZToDydu337drHvWbNmsT/96U8sKytLXHfuueeyN998U9x/+vTp7JZbbhG+LXnKFuhNjZ04cYK9/PLL4rpZs2Yxxhj7f//v/zEA7Fe/+pX4Lr7wwgtMrVaz6upqVldXxzIyMpgkSeyRRx4Rn2H+OeVn7vzxXn/9dbZz5062YsUKsd4//elPbPv27SISt2nTJsYYY7/61a+EJ0z5N336dHb77beL7xAcEQf57+W4ceOcXk9JktjDDz8sflf5vsaNG+e076lTp7Jhw4aJffHfEe6x4tvxx5F/77iXBgD7/e9/z8xms9N7yT+zw4cPZ7/85S/F/QwGA6uurmY9PT3i+wCAff311+zVV18V25SXl7OJEyeyoqIisU12dja74YYbRGpuxIgRLD8/X7zPOp1ORIX5X15eHnvkkUecHp9/Z8eMGSOu58/3oosuEr/Zjz32mHhcxhh75JFH2OjRo/sdV81mM3v66af9OBL3h8RNkAQibm644QZWUFDAysvL2f79+9nXX3/NbrzxRiZJEnvnnXfEdjwMz+EhVB4a5dx8883szDPPZHPnzmUXXXQRe/PNN9nQoUPZm2++yXbu3MleeeUVlpKS4vTBGzlyJFu8eDErKiryW9x0dXWxBQsWMADs9ddfZ1arle3fv5+9+OKLDOgNi9bW1or9XHvttf1eLwBs3bp1YpspU6awq666ijHGxDpzc3PZe++9x7799lt21llnCZHGvzjc8MvTbfx1Pe2005zEjcViYZWVlaypqYllZWUxvV7PDh48yBobG9m+ffvY1KlTmSRJ7JRTTmHt7e3iQPXcc8+JdV9yySVi3QcOHBCPp9Vq2Y033sja2tpE2uhnP/sZmzJlCnv55ZfZG2+80e8HkP+4XXbZZeL9z8nJEQe5Tz/9lN19990sMzOTffbZZ2zChAniIJOWlsaef/55duqppzKtVstuueUWlpGRwdasWcOA3jx+ZmYm++abb8TBBegVgGvWrGFff/01M5vNzGAwsC+//JIZjUZ22mmniR/3P/3pT2zFihVOBmS1Wi1+7DQaDfv222/F68LFGdCbcqioqGBarZZdccUVbOrUqez8889nU6dOZQaDgb333nvs0UcfFT+kV155pXj/R48ezQwGA/v222/F5xHoNaxzDAYD02g07KuvvmIpKSls5syZzGQysR//+Mdsx44dbMWKFU4CTm7GlqdBJ06cKIQfT0udPHmSJScns+HDh7Pzzz+fHT9+nCUnJ7NHHnmEPfrooywpKYmNHz+eJScni7Tma6+9Ji7L12w0GkXKjxvXn376abFmvqb777+frVixQohX/lrPmzePAb1m7jPPPNPpO6nRaJxSJSqVihmNRrZgwQLxvLKzs9npp5/OvvjiC2EMl6ehAIgiBsaYEGtqtVpso9VqmU6nYxkZGWzMmDHs17/+NZs5cybT6/XsvffeY9OnT2eFhYXiwMtfc7PZzM4//3zGGGNz584VJ238uzhnzhx20UUXsaamJjZ16lSWkZHBLrzwQvFdfPTRR4VZlwto/vvAkb/W/Ls4d+5cZjKZ2N13383a2tpYSkoKS01NZYmJicxsNrPHHnuM/epXv3Iy9kuSJPxLANgNN9wgfi/VajVLSEhgf/nLXxgA9tBDD7GkpCSWlpbGJk2axIqKitjPf/5zplKp2KJFi9irr77KJk6cyIBeDxj/7TUajUyS/n979x8cVXX2Afy7u3fv/kw2yWYTkiybBLITfmawSbAJKpCN6CxJo9ViQSNgauhACs4YS8BapeqMDhVIFSwRJmnBoU47CUYsYGMEhCnYVKJ1DEj5UTqakUFgQsxMhOT7/pH3ntkrWulblTTv85nZP5Lce/fsc+89e+45zzmxqGM/8sgj6jwa2xiN1ZycHGZlZbG0tJRut5t+v1/VHV+WxJuUlKTuJyNusQnnhYWF/N73vmdKXp4yZQojkYgpuTwcDpsauaFQ6Ir9jHrEOHZCQoLKF4yt16ZPn87s7GyVAxdbZ99yyy0cNWqUGnKVxs0w1t/fT5vNdkXOyL333qsq5tjGzZIlSxgMBnnixAnT9i0tLeoiNp7kY3++fPkySVLXdebl5Zn23bBhg0rA3L59O4PBIJ977jnTNo8//jhzc3PZ29uryjNnzhxGo1EeP36cALhmzRq1PQBOmDCBS5cuNTVufv/73/O2225jXl7eFY22tWvXqu2MMVzjM2RmZqp4AUM9DL/+9a/Ve91+++0sLi7mvn371DGMsV0jZnPmzOEtt9zCCxcu8L777lNPNlVVVaa4hkIhrlmzRjVIOjs72dPTw9TUVDocDnZ1dakyL1myxPS0E/syvhSXLFliegrctWuXer9oNMp58+axtLRUxQMA33vvPVP8ExMTGQ6H+fLLLxMYylWIHYsOhUIqadD4wp0xYwZTUlIYiURURR+JRFhdXc2amhpVxtjKz0jwq66u5okTJ0wVWnV1NUlyzpw5TE1N5cyZM9WTY319vel6+6JYxP4ce43G/u6Ltov9+Wpm4nzR+3/ZzJPP3yORSISBQIBLly5VsdY0jTNnzjTF2rh2jFj39PTQ4/EwMzNTxbqgoIB1dXWqh+7zn8Fqtaov1NhYh8Nh1tXVqVgnJSWxrKxMxTotLY3JyclqG+OLxuVy8fz58+p+TEtLY3p6uiq30YMZ27hJTEykzWZjXl4ez549y1AoxOLiYrVf7D35+XNmNGaMezK2cRMKhZienq7KfPDgQVqtViYlJfHUqVOqrqmqqmJJSQmff/55AkNP/osXL1bbJCcnc82aNapxY7VauW3bNhYVFbG4uFgdx7Bw4ULTNRd7fRsN1DfffNN0LxrvNW3aNM6bN081Towv49i6MBKJ0G63Mzk52RTr7Oxs5ubmqu1sNhtdLpcp1kbDwYh1MBhkWVmZ2u9fxVrTtCvqP0MwGOSYMWNUo8SIdTAYJEn29vbyo48+YlVVFVNSUjhz5kz++c9/JjD04BaNRtU2N910k5rIYcxKuvPOO5mamspJkyapesmo+42elNhEZONnt9vNaDTKc+fO0Waz0e12Mz8/n7NmzeJHH33En/70p/T7/fzud79rqrM//71SVFTECxcu8MyZMySpZl+S5ObNm1XPu+HSpUu02WymB/3/C8m5+Q/puo78/HyVewEAg4ODeP3111W+BACQRE1NDVpaWtDe3o7s7GzTcSKRCAoLC1FeXo7Ozk41Bn/33Xejs7MTNptN5W/09vaa9v3ggw+g6zpSUlIwe/Zs9PX1qTFbg81mw+DgoBqX7e3txe7du1FRUaHK8u67715x3NjPAACrV6/GsWPH0NbWdkUsKisrAQzl0yxatAidnZ0AgNtuuw27d+9W8QKGxt6N8XQA+PDDD5GZmYnNmzersW8AppglJCRgYGAADz/8MHbt2oWGhgYAwDvvvKO2+eyzz3D69GkcOHBAjesmJCQgHA7j/PnzeOuttzBu3DjT+di9ezc6OjpgtVoRFxeHHTt2AADWrFmDUCiElpYW7NmzB8nJyQCAxsZG9X4ffvghjhw5gn379mHWrFkqX+Lz8TdMnz4dmqbh0qVL6vMfPXoUp0+fhtvtVtv19PTg7bffhsViQWtrK5xOJ4Cha6u/vx+1tbVwOBxYtWoVpk6divLycgDA2rVrMX78ePT39yMrK0uV2W63o7+/X51Xp9OJ999/HzNmzAAAFBcXm66/qVOnIiEhAWVlZWhubsa6desAABMnTkRzczM6OzvVmLqRW7Vv3z689tprcLlcSEpKwrZt29DZ2YnrrrtOHae9vR1NTU0AhnK61q5dCwDIyMhASUkJmpubcfjwYfh8PgDATTfdpN7P6XRi7NixmDhxosofmzRpkukeIYmenh6MHTsW06dPh81mw+XLl9V1bMT6008/NcU6Eomgv78fNTU1cDqd6O3txfHjx5GWloa6ujp0dHRA13W4XC4sX74cAPDUU0/BarUiLS3NFOuPP/5Ynduuri709fWhq6tLxTovLw8XLlxQ29hsNjidTmiahoSEBJUvdvHiRWRmZqoyDgwMQNM0Ve5Lly7h0qVLIIm2tjb4/X5MmzYNp06dUvtVVlZC0zTY7XZVr7hcLni9XkyePBkAcObMmSuu02nTpuHcuXOw2WzIz8/H+PHjMTg4iNTUVDQ2Nqq6xmazwWaz4dSpUwCAEydOoKKiAo2NjfD7/Th79qypDvH7/Vi3bh10XceMGTPUcQxJSUnw+/3QdR2rVq3CokWLAADPPPMMGhsbAQB/+tOfVA5PWlqaKk9vb6+qQ0KhEIChejf2XjTqQYvFYoq18fvYWNvtdlOsP/30UwwMDKhYG/WssV9lZSUsFgucTqeKtcViQU5ODjIyMkyxZsy/dOzr60NfXx8GBwdNsTaO6/F4kJaWhsuXL+PcuXP44Q9/aMofrKiogMfjgcfjwcGDB005hWfOnMH27dthtVrR3t6OiRMn4vz586ru/9GPfoRgMIgFCxbA6/Xi5z//OdLT0/GTn/wENpsNFRUVSExMxJQpU9DX14cjR47gjjvuQFpaGt577z309PTAYrGoOru/v9/0veJyuXD27Fn4fD4EAgEcPnwYFy9eRFlZGQCgqKgIFy5cwF//+lcVj/b2dgwODuL666+/4rr8t/xHTSNBcmgquMPhYFNTE99//31WV1fT5/Oxra1N5ZQUFxfT6/XypZdeYnd3N2tqatjc3Myuri6+++67rKuro8ViMa0BEAwGeccdd/DkyZM8cOAAS0tL6fP5qGkan3zySR47dowvvvgiXS4X/X4/ly9fTpKcP38+MzIy1FTw5uZmxsXFsbS0lDt27CAwNOQzfvx4tra2qjI6HA7W1tZyw4YN6qmnoaGBq1atUi1zj8fDhx9+mFu3biUA3nDDDVy/fj0bGxvVjBpj6p8xVJKTk8ONGzeysbFRTQ8EwIULF6oufmNIRNd1rly5ksDQWK7L5eKvfvUrrlu3jpqmcfz48YyLi+MTTzzBYDCocn2efvpp7tq1i/n5+fT7/fR6vaytrSUwlHdgtVr57LPP8p133uGrr77KyZMnq/PR2tqqek1+97vfqVkH2dnZ9Hq93LZtG5uampiYmEhgqIt/69atfOCBB9QTDjA0RHf69Gn6fD5OnDiRLS0tfPXVV9Xw2X333ae63YGhbvDW1lZOmDDB1LW7YcMG1bOwYsUKNjc3s6qqinPmzCEA1tTUMBKJMD4+XuXp/Pa3vyUAtYbMypUr2dDQoHIuAHD16tWsrq42PVFu2rSJo0ePZjAYpMViYVNTk5qeP3bsWC5YsIBbtmxRa9vExcWxvb2dHR0dzM/Pp8fjUTkiO3fu5OTJk+l2u7lgwQJ2d3fz4MGDDIVCvOuuu/iPf/yDBw4cYHl5OTVNUzMmgKGch7lz5/LkyZN8+eWX1YyPaDTKY8eOqVlX3//+92mxWPjKK68wJyeHuq5z5syZ3LNnj+rNcjqdbGlp4SOPPKKeRh9//HG2trYyNzeXXq9XDUs1NTVxzJgx1DSNXq+Xu3btYkNDA7OysuhwOPjCCy/wD3/4gxpOio+PZ0dHBwGonsCNGzeyoaGB8fHx6rptbm7m/PnzabVa1RP5pk2bVC4PMJSLUldXp57srVYrf/CDH9Dn86mu/GnTpnHHjh3qPFutVt57773q+jR+V1dXx9dff53XX389AXD27NlsaWlReWtWq5VPPvkkOzs71XBENBrlb37zG/WkDwwtc9DW1sbZs2er/VatWsUXX3yRVquV6enpTE1N5aJFi7h48WLa7XY+9thjDAQCtNvtdLlcbGtr46hRo5iens78/HwePnxY5Qz5/X6Gw2G+9dZbzMjIYGVlJVesWMFDhw7x5MmTTE1NZU5ODpOSktjd3a3iMHfuXHZ0dPD48eMMBAJ0Op202Wx86aWXmJ6ezuLiYjqdTra1tREYGh5LSEhgSkoKA4EAX3jhBVWvGGtEPfjgg/T5fOq8FRUVcefOnSwsLFT3+aOPPqp6pIxzu2XLFu7du1etCXTrrbeytbXVNBV8x44darYUAN56663cunWrOo5xH7/xxhtq+Qir1connniCzc3NtNvtjIuL49NPP829e/eqNIDk5GSuX79eDa9brVb+7Gc/4x//+EcWFhbSarWqvK7ly5erYeP6+nru2bOHFRUVzM7OZnZ2NteuXcs777yTdrudwWCQubm5PHr0KAOBAL1eLzMzM7lp0yZu2bJF5dWlpKTwtdde45IlS9T3iKZpamhN0zRmZ2fzjTfeYGNjo5qxtnHjRq5bt44ul4tut1v1jpJDU8Gvu+46Hjp0iPv372c4HJap4MPJs88+y1AoRF3XOXXqVK5fv/5Lu9FjX5qmMRAIMBKJXLG4USAQoMfjoa7rzMjI4F133cW///3vfOWVVzhp0iQ6HA6OGzeOy5YtIwAePXqU5FAX+7JlyxgKhdQifjfccMNVlUdeX88rduG42MRFm83GnJwctfCh8burPa4xBGMMEaSlpTE1NVW9n8fjMSUSu91uer1e9V6apjE/P1+tf6HrOpOSktSXgdvtZl5eHmfPnq0WgwuHw3zmmWd44403Mi8vj4mJiXS73abExK96OZ1OVYnOmzePhYWFKp/MKKfD4aDD4WBOTg4feughZmZm0uv10u12s6ioiFOmTGFBQQFHjx7NgYEBfvDBB6Y42+12lVRsfNa8vDyGQiHT7662zLFxNNaKSUlJUe8ZHx9v2sbr9TI+Pl7FWtd1lpSUqNwUXdeZmprKYDCocjGMxdni4uLU+dA0jePGjWNBQYEqr9vt5u23337VsY5dEHLlypWmOuPziawJCQn85S9/yaVLl5oWgJs0aZKabj9u3DiuXr1aJZbrus6UlBT6fD51/VZXV3PRokWq8VZaWsoHH3zwqsrs9/tNCahHjhxRU7eBoSHypKQkFe+qqio++uijTE5OJjA07Prmm29yxYoV6sFg9+7dLC8vV3lYFotFLVRpxEDTNGZlZTE9Pd20iJ+xDtJXvWLvXbfbzXvuuYc1NTWq7gXMQ8dxcXFcvHgxS0pK1Dkw1kYyzt2YMWO4bNky3njjjaaFPmPfy+v18sc//jHLy8tNC51e7bVtHM9qtdLv93PWrFnMysqirutqaDt2uN7lcjE3N9c0ASEajar8sC86fm5uLisqKkyLnmZlZfFvf/ub6Xvuk08+4dy5c9X9s3Dhwq9lET/L/1YuQgghhBAjguTcCCGEEGJEkcaNEEIIIUYUadwIIYQQYkSRxo0QQgghRhRp3AghhBBiRJHGjRBCCCFGFGncCCGEEGJEkcaNEGJEeOyxx0z/uuNqWCwWbN++/RspjxDi2pHGjRBiWJsxYwYeeOCBr9yutrbW9D/ehBD/f2lfvYkQQgxfJDEwMACv1wuv13utiyOEGAak50YIMWwtWLAAe/fuRX19PSwWCywWC5qammCxWLBz507k5+fD4XBg//79VwxL/eUvf8HNN9+M5ORk+Hw+TJ8+HW+//fa1+zBCiG+NNG6EEMNWfX09ioqKcP/996O7uxvd3d0YPXo0AKCurg5PPfUUurq6kJeXd8W+Fy9exPz587F//34cPHgQ4XAY0WgUFy9e/LY/hhDiWybDUkKIYcvn80HXdbjdbowaNQoAcOTIEQDAL37xC9x8881fum9JSYnp54aGBiQkJGDv3r0oKyv75gothLjmpOdGCPFfqaCg4F/+/eOPP8b999+PcDgMn8+H+Ph49Pb24vTp099SCYUQ14r03Agh/it5PJ5/+ff58+fjk08+QX19PTIzM+FwOFBUVITPPvvsWyqhEOJakcaNEGJY03UdAwMD//Z+Bw4cwIYNGxCNRgEA//znP3H27Nmvu3hCiGFIGjdCiGEtKysLhw4dwqlTp+D1ejE4OHhV+4XDYWzZsgUFBQXo6enBQw89BJfL9Q2XVggxHEjOjRBiWKutrYXNZsOECRMQCASuOmdm8+bNOH/+PL7zne+gsrISS5cuRUpKyjdcWiHEcGAhyWtdCCGEEEKIr4v03AghhBBiRJHGjRBCCCFGFGncCCGEEGJEkcaNEEIIIUYUadwIIYQQYkSRxo0QQgghRhRp3AghhBBiRJHGjRBCCCFGFGncCCGEEGJEkcaNEEIIIUYUadwIIYQQYkSRxo0QQgghRpT/Ae6adpegyKsRAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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DBuG6665Dv379EB0djT/++AMff/wxmjdvrj+3piANGjTAO++8g/vuuw+NGjVCSEhIgYEzUbGU97AjorKkDfPVPna7XSpWrCgdOnSQWbNmSXZ2tsc83oYnjxo1ynAdX331lTRo0EDsdrvhUOXDhw+L1WqVatWqFTnfBQ2rFvEcnqx59dVXpUGDBhIYGCihoaFy7bXXyoQJE+TQoUOFzisi8uuvv0qXLl0kMDBQoqOj5T//+Y+89957AkA2btzoknbLli3Ss2dPiYyMFH9/f0lOTpa+ffvK559/7tO2ZmdnS2BgoACQBQsWePz9sccek8aNG0t4eLgEBgZKjRo15PHHH5fz588Xuuzt27dLenq6BAQESEJCgjz66KPy2muv+Tw8eenSpYbLnTt3rlSpUkWsVqvhUOUlS5YIABkxYoRP+0DE+/Bko2HHzsfZsWPHZNSoUVKjRg0JDg4Wh8MhTZo0kSVLlnjMt3btWunUqZM4HA4JCAiQ1NRUue222+S7775zyUdwcLBhHk+dOiUDBgyQ8PBwAcChylQqFBGnHlhEVOqOHTuGuLg4TJkyBQ8//HB5Z6fYZs6ciXvvvRcHDhzw6WF1V7MPPvgAPXr0wJdffqkPJyYi37CPClEZe+ONN5Cbm3tJQ1TLmvtLGf/55x+88sorSEtLY5Dig7lz56JKlSpo0aJFeWeF6LLDPipEZWTNmjX4+eef8fjjj6NHjx6X1XtRevbsiUqVKqFevXrIysrCggULsGPHjkvuiHqle/vtt7F9+3Z8/PHHmDVrFkfJEBUDm36Iykjr1q3x1VdfoXnz5liwYMFlVRMxc+ZMzJs3D7/99htyc3NRs2ZNTJgwweWJseRJURSEhITglltuwcsvv1ysEV5EVzsGKkRERGRa7KNCREREpsVAhYiIiEzrsm4wzcvLw6FDhxAaGspOakRERJcJEUFOTg7i4+MLfY/UZR2oHDp0CElJSeWdDSIiIiqG/fv3F/pm7ss6UAkNDQWgbmhYWFg554aIiIh8kZ2djaSkJP06XpDLOlDRmnvCwsIYqBAREV1mfOm2wc60REREZFoMVIiIiMi0GKgQERGRaTFQISIiItNioEJERESmxUCFiIiITIuBChEREZkWAxUiIiIyLQYqREREZFqX9ZNpS0tuLrBuHXD4MBAXB7RsCVit5Z0rIiKiqw8DFTcZGcDYsbk4cCA/MklMzMWsWVb07FmOGSMiIroKMVBxkpEB9O4tENkDYB2AowBicPBgK/TunYZ331UYrBAREZUhRUSkvDNRXNnZ2XA4HMjKyrrklxLm5gKVK+fiwIE9AN72+Lui9EdiYir27bOyGYiIrlpsGqeSUJTrNzvT/mvdOvzb3LPO8O8i67B/vxXrjP9MRHTFy8hQb+jatAEGDADatFG/Z2SUd87oSsamn38dPqz976iXFEfd0hERXT3YNE7lhTUq/4qL0/4X4yVFjFs6IqIrS24ukJkJLF6s/pubmz997NhciOyC2jR+EMAFAAchshjAbowbl6unJypJrFH5V8uW6uiegwdb/XviuVKUlkhMzEXLlqXfGMs2YCIqawWNeIyI8KVpvBrWrQNaty6b/NLVgzUq/7JagVmzrADSoCj9ASQCsP/7b38AaZg5s/Q70rINmIjKmtasow4mmAfgCQDzcPDgXvTuLfjgAy2lUdO4AiAAAPD552CtCpU4jvpxY3RXYbPlYvFiK3r39j6fUS0I4DqtWTPgq6+8p9m9G5g2Tf6tXs1vA1aUVgDYBkxEJc+XEY9RUan46y8r1CDmoNNfawDoCKCCPoXPnSJfFOX6zUDFgBZ0/PorMGYMcOYM8OSTQKVK3gOMuXNdg5vISPW24vjx/GlWay5ycwtKkwuAw6OJqOxkZqo1t55BiCYRwDBER+fi2LG9Tk3jNQD0BcAbKyo6Biol6KabgA8/zAVQUIAhcD1ZGwNo5zStAoCehaQJAHArCiss1q5lGzARlZzFi9VmZrW554JBCjuASRg3Dpg5UwDsBrAeapl2BLyxouLgc1RKSEYG8NFHArWWQ2u3XY3jxy04fnwPgNcAnIQabGg94S8CaOA07RCAtoWkOQgg8N+1cng0EZUdX0c8du8O9OmjAEgFcDuAcPC5U1QWGKh4YTwczz3AsMLzZK0EtQZlnZfv3qbl/Psvh0cTUdnRRjyqTTaeFKUlkpJy0bIlcOQIAFjRubP2V95YUeljoOKF8ZNq3QOM0H//dT5Z3af5kgYA/gBwAkBLw/w4FxZERCXFecSjOsIxf8SjOgJSHfF4/jywcaM6T//+2ty8saLSx0DFC+Mn1boHGEa1IO7TfEkDqP1cPgNQDUA/uA+PFklDr15qVSqH/xFRSerZE3jmGa1ZZxiASQCGITExVe8Uu3EjcP48EB8P9Ovney0M0aVioOKFcbute4BhVAviPs2XNJodAJYAqAznwkItPBTMnMnnqhBR6UhKAgArUlLyHzD58cf5w4wzM9V/W7cGbDbvz51yroVhR1oqCQxUvDBut3UPMIxqQfwAfP/vtP4AEgCsKSSN80leH4Ad06cD48Zp6zB+CBODFSIqKTt2qP+mpwMdOqj//+ST/L87ByqAWgvz7rsKEhJca2EiIlI5NJlKFIcnF0B7WiOwGyLasOJGUIcV70b+UONGUIMXf33e4j1HBUhKysXMmVZ07174Q5g4/I+ISsrAgcCiReozo0JDgVGjgObNgfXrgbNngfBwteln1y4gLS1/Pu25U08/rQY2d9wBzJ1bbptBl4miXL/5rp8CaHcMY8em4sCBavp0NcBIxfHj+dMSE3MxfLh6AqsPhVOjB9cn01rdnkzrmaZlSzXwyMzkuzWIqOzs3Kn+W706cN11aqDy9dfAsWPADz/k90+pWtV1PqtVLYNyctRA5csvyzzrdIVjoFKInj2B7t2tHsEEYBxguHMPIoyCCqNpxp15nXH4HxGVDJH8QKVGDfUp3HXrAtu2qcHH3r3q31q3BhTFeBktWwIWi1rjcuiQGtQQlQQGKj7Q7hjclWZNhmtnXqMn1XL4HxGVjEOHgFOn1E6yqanqtG7d1EDltdeAo//eL7UyHuQDQG0aql8f+P57tUZYfdot0aVjZ1qTKspDmIiILoXWkbZKFcDPT/1/SAgA5OLLL/P/Pm1awSMO1XcGAWvXllZO6WrEQMWknB/C5D78Tx0pVPThf7m56p3O4sXqv3weCxEB+YFIjRrqvxkZwKRJniMOjxwpeMShVsusjRC6VCyzCGDTj6l568wL5KJPHwUREeoJrL3R2T1o0Xrje3vDM1/HTkSAa/+U/NeHuI84PAiRxVCU/hg3LhXdu3veKGn9VPbsAQ4cABITva/TuXwyKsMyMtR8uJdZzz1nRXS09/mKs67yYMY8mRWHJ18GnA/on38GHnsMUJRciHgPOjxPcvc3PBu/jt3o5AF8m8aTjOjy1LEjsGqV2h+lShWtCad4b3Jv3Bj49lvgrbeAW281Xp+3IEQrw7RHQ6jvWssvs4DOAGLh/Db7wm64CltXQUormLiUPF0pODz5CuPcmffddwFA/r3byT+BDxxohV690jBunIIKFYBp07Q06wH0gufr2NW7I6A/7rwzFWfPWrF3r2eti9GzXoymXW0nGdGVxLnp5/fftanFG3HYpo0aqCxapJZd7hf4/CDEuAy75x4Fixcb1eiEAoiD+w3XwYOt0Lu38Q3XBx8AM2dqTVi+zaMFJceOAffeW3gwUdRgxtv2G+XJ3dVaC8MalctIbq63h8DVANAR6gsTASAX6on5NoBkALfB+O6oBoAbAWj7zr3WpTHUh9sVNs24doYuP1drQXg1O31a6zib/8yUS6lRmTwZePzxXDjXeiQk5GLECCtSU9WL/19/FVaGua9fATAGanlT8AMwP/jAubbCuSz0dR5N4bXQRW2e8l6Ga9s4FBERCViyxILWrX1rCrtcbxCLcv1moHIZycw0KkBqAOiL/BMqAMCtTmlqQ61ReQLABaelOc9nVOtiVDD4Xljw4nb5udIKQvLNli3qA96iooC//sq/mB48uPffWldXBZ3nxk02jeH+5O6Cy7AoAD3gWmYVdMMFaMHT9OlabfIuqAFKlyLOsw7AXwBGATiMgsq5556zom/fojVPRUR4CwI9AzVfmsJ8bb43Y3nMpp8rlOdD4BSoB/cu5J9Qtd3SOL9I8aCX+ZIBhAN412ltlaCeNO8VMk2jQGQ39u+vhv/9DxgzRp1qphOmNE/gsiwcfFmXr32NCquO96U6urh5atYMbk9qNmeBeqVz7kgL5I847N1bHXGY//qQGChKS6gjDhXD39ezE24NuNbAakFIQWWYdllyLrPc31zvTp0+a5bz+t3LQl/mAdTyMAzqC2I9aU8Fv/vuojdPjR2rPS3POU/Ogdp7LvP06pWGqVMV/O9/vnVuNqoZMqrhudzOPQYqlxHPh8AZBQ7ugYnzixS1g9x9PqNCwNdpgPvdwL33Ao89Zq5+LKVZW+DrsosbzBR19JZRfgrqV9S9e9FGeRSnLd8oT+7vviqtfXY5FMTlSeufUr16/jRvIw4TE3Mxc6Zx0LpunftrP3wJQozKMKMyy+iGS6MAqAMA+Ptv5/UXNI823X0eoOCgSIFaaw389Zf7fEbbC6jn0dsAhuK11xKgPhVEy1NB82wBkIzp0/2h1s44ryufFjg9/rhz30Tnvj+d0bevaw2PL+eemTBQuYxoD4E7eLDVv1WyRieU+0muveG5L9S3N69HfvViQbUuvk4zuhtojOPHPfuxOHf47d697Go0SrO2wNdlFzdQMh695X1dgFF+jH8Pbb5p0xSf3yv199/e2vKLkqcKAHoiN9dznl690jB9uoK0NO9BWWHDUy9lWGtZ1rqZ5a7W/RkqGm+vD/GWR88aX1+CEKMyzKjM+hNANlyDF8C4b4u2LKOAx1lLhIbmISfH4rZ+bwFOQevytr2u8+XkAGq/mVYAFhcyj1auHgTQFt5rhv4CADz9tC81PL6de2YL7tlH5TLj+kbn3TBug3Xvf2L8huf8+Xztj+I+rSj9WIzbYIvzTASjfeItCCjsLdRAf0RHp+L5561ISPC8eBjVFhTeMfDfPVFIW7aitIKI98LBtV3a2+it/HUlJKQCgNu2Ft6vqEKFqvj7bws8+zFp7AAmYdw4YNasorXle+apoPzUgNosoB2jnp0ZCxueeinDWotbM+ZLwFHcGqWyUL8+sHUr8OGHQNeuxV9OZqZ7/wtf+scV1I/EvbM/oB4T2pvrwwH0hPf+ee7r0srCmH+X63w8FNZxt7C+gPCyve7zOQ9I2P3vvG3c5nFff1EGRBS0HUU590qufPaGnWmvcK6FXi6AvVCjc2fGB97w4fkX2GPHnDvLeQtutBNqncE0o0DJ6KQyOlmNLx5aEOB84QZ8qdEw7mQ2bZqCqVMBXwtC94uH8UiogjoGahQADQB0gcORi6wso2DG+DcyDrB860zomZ+C5svPo/ftAIAkALcjNDQXOTnubflFzZO3eQrr3O2exvO3fucdBffd521UnPf5XGt9ij7Ko7CAw/MYVe9qi/tco5K8y83LU0f8nD2rvkwwLa34y/LshOvrBdZbGQa430i43ji4j+jx/SYp/7z25VjbAPX3Kmywgfv2FiUwKOicLWi73GtdCuqA7Mu5V7Tg/lKwM+0VzrlK9oMPrJg506jTW32I2DF9Opwu+vnVtoGB7p3lfgXwOdSLcH5jtdq3IRXHj1crYFpB/Vi8tcEadTprjIMHW2Lq1PwTw6hvhXuNRkF9K2bNqgq1TdioX412ci6BZ5WoUW1BYR0DnZedXzBmZRk1qxgXDt6bYwrrTPiX0/+L3q/ItTraPV0PAEBOTvHa8l3TGM3jS+fugtry1d961KjUYvUbuOOOBFit4uU4UtMMH56A7dsteOQR35qwtGYvz/4/CtQLo/ftKGrHyEtpwjpwQA1S/PyAlBTPvxeFZyfc9QBOwrjpZQeA+oiODsaAAVbMmuW94+7LL7s2zd58sxX/+x9w773uv7VRk9FRAKegnh/h+jNaXGtBV3qZ5zCAqsgvD52PR1+apwoafLADwELk3wA4n3vu54jRuv6CGug5nzNAwR2QfTn34JTWt2fWlAUGKpcp7SFwrVsDLVsWrdMbUHBnueHDXYMbwL3QU6ephQVQcD8Wo5PV6ORwDwK89a1wD2YK6luxHn//rW1bQaOejC4e7j3/fR2d4N5nxyiYKfyi6xlgeWs319Z5o9P34vUrUvd/f3jWnnlrJy9KW76WxmgeXzp3F1Toq7/1X38ZBc6F9xs4cUKbZhRMqmn+/huYPt35Dt63gMPhsLoFnIVvx/791dCvH/Duu559f4w6Rha3CQvI75+Slqa+OflSGZcrDrgeV55BSKtWvpdhVisQG6t9cw+Sd0A9ZzshvzYPSEpSlxURAbzwgnuZoc3T0WOeZ5+1Yvt29Wngvq5LPX77I//49nZzcQQAMGyYGqgBWqD2z79/dz5HjPOYXz750gHZl3MP8KV88vYKhdLClxJeAXr2BH77zYq1a9WnQa5dC+zbV3j1nNF8v/1mxZQpQP/+0B84pAVF7tPGjDF6w7PzCQMUfNHRCgv3E+MggItQmyWcp6VCvXD+BrX6cpnBsjU1oFbXAvm1Bd7W7/7dKN9Gady31Wg7Tv77t5gC1u9MHeat9hlxns99Xc7b2Rfq3d9ryL+DLUoeL0Ct3l4CNUAbBmAS1LZzLd0fBtthlCctP0eh/kYzkH+X6W0e933tXKB6S+PM+bf2ZT73PC7zIc0CuAbFBf2GWsBhxYsvalMKuqv13I53382F52+k3eW6vijw4MH8FwVqzUxq81d+mgMH9qJXL8G99+a/3C83V+2XAgARESX3wj/3cmX6dAWJianIP66GITEx1eWuvKhlmOsISHc7AKhvTZw82XVZnh1+nef5H9RaDnW+ffus6NMHaNeuaOtaulTb3jYFzJc/vXt3NbhT+3MNAzAQnmWWcx73Izg4z207tFqXalBrXRLhWsMD+HbuAYUf2+uwf79ao19WGKhcIYyCidKcT5vX8w3PfgC+h3rC9Ed+9X9BFw+jE8OXYOakwbKB/IvMEeRfiNKQfwK7j3oyOlndL5YFjU7QCocGBtvha+Gg5XsM8vuMOBdWRgWRP1yrfw9ArcZ2TuP+exjlUaNVR2vvaHG+MBtth3uekqDeXTr/RucBrHBKkwBgjVsene8gva3LKHgBXH9ro0DNfT5fjiOjNIH//q1oAceyZdo0bdm+bMfH8Kwp9BZgqs1TIgdwxx15GDky99++MO4BTjQABTNnqh1eY2NzERubqwdS69er/Uu8vRW5qJzLlSlTfAtCilIWaSMgXW+S8ilKCyQl5WLaNNdlFRzgCLRjsV27/HmKuq7evdXtXb0aiIgwCji0+VoiKSkXLVsaBXdWKIpzuWoHkAhF6QdFScSECe43MkB+rUsM1IBnItRaYe3c9+XcA3x9Zo23VyiUBgYqdEm0qt78u4FJANojMjIPkZGpUC+67ierL0FAcWo0AOMC/Ue4nsDd3dZvdPFwX7a3C4xWOMQhP8AoKJjxVji438E/AWAt1ABLK6y0fkSV4VoQGVVja9tq9Hu459GZWh0dHg63dEbbYYdrW/7tUPuWuAdBzvtoGNQmEwVWa1UY30H6cncIeP7WRoGa+3y+HEdGadx/f18CDl9rlNy3Qzs+fLnL1YLbJJw4YcGxY+4BjtFxtRrHj1tw/Lj3mpmSdik3RN6W53mTpF3M+0N9KJ3x250LDjryg4dLWZfVqgY7c+d6Czg853MP7jzL1fyaqIce8rYd+bUuERF5WL3auYbHl3MP8H5sw2V6ftBX+hio0CUzqrY9csSKI0fUaePGuZ/k7hcPoxOjODUaiVCbh4wKdO0E/hgA4HA4n+S+1BbkwfNu3XnZf8Lh0OrOCwpmjAqHojTHtEdiog3TpwOjR2vLL7waW/s9nn9eS1NwIZSaapTOKAgahqSkWCxZYsXkyd7yo807G4Ca77VrgTNnCrqD9BaUaXeH3n7rwu4qtU6HBR1HRmncjxFfg2RfapTct8PXpq/CmrB8bVLVamYWA9iNceNyS6wZqDQZ3yR5Nis5K26AU5x1Xcp82rzeaqIK3g611mXuXAvatcuv4XFeTsHnntFNQT6jYK60cXgylQmjDn75z0RYj8KH/xXlWQKAr88EUZ9Hsw6uz2Qo6HkLzs9xcO0YqA2P9faOFOehlnv3qk+RLPh5OBp1ePDkyepdmjaCIzOz6C+P8/U9Lnv2WJGa6i2dAqOXpxUnP868dQIdPjx/uLrRc22Mf2sFagAwEJMnA3Xrus9X1GdSaH/vi/xjJByux0wA1CC0uEPhte0o7tBXX4aj+jak3NtvZEbFGcJtdKypHW4L7ttnticlF3c7fFlOQWVdSYz64XNUyJQKf/S6+4nh/MwWo2DGmRoEDB9uxRNPAL4UxEZPWXW/eGg9/7XhoEZPS3UuGFwfyFfwCe5ZOBQcXC1apFYLO+/P4rw8ztc8FmVbLiU/zoryzqDPP9dGY/h20c3NVYOpvn1z8fffe+HtuR1RUanIy4OXNDXg/uwb7wGHO38AEzF6NNCrV/6D4oy3wz0o+gvA3cgfLm8UcLgHL0YPIPP2EDaN8bF2JbpSXrNQUtvhy6sxihMEecNAhS4bhb3HxvM5KgVH+dqD0ny9WBbnKaOFFQxFucvJzXUe5l30u9yiBhNFzWNR79iKm5/iKM1ADfCexv1pwgUHHM6Mf0fv22E0zFs7/o2eaKrNowU4e+DbAxkLzyNdnUozmGOgQpetwt76W1iNBlC2F8uibEdBtQiXUhNR2tXYRS2sSqo62helGagVdTsu5Xf0th1qP4H892N53uUW9amvhb9SobBaL6KSwECFrmi+XDjL8mJZEi41uDJbNXZZ5qc0A7XiBGnF/R193Q5fm7Cio1P/feqrQFGc82P0aoyyDeSJGKgQwXwX78JcbsGVmZjpt76U37Eo21GUvkbu+TF6NQWPNSpLDFSILlNmuuBS8ZXV71iUWpiCmlR5rFFZY6BCRHSVYHBLl6OiXL/L9YFv06ZNg6IoLp8aNWqUZ5aIiC4rJf3UVyKzKfe3J9eqVQurV6/Wv9tK4hWeREREdEUo96jAZrOhYsWK5Z0NIiIiMqFyf9fP7t27ER8fjypVqmDgwIH4448/vKY9d+4csrOzXT5ERER05SrXQKVJkyZ444038Omnn2LOnDnYt28fWrZsiZycHMP0M2bMgMPh0D9JSUllnGMiIiIqS6Ya9XPy5EkkJyfjueeew7Bhwzz+fu7cOZw7d07/np2djaSkJI76ISIiuowUZdRPufdRcRYeHo5q1aphz549hn/39/eHv7+/4d+IiIjoylPufVScnTp1Cnv37kVcXFx5Z4WIiIhMoFwDlfHjx+OLL77Ab7/9hq+++go333wzrFYr+l/p7xcnIiIin5Rr08+BAwfQv39/HD9+HNHR0WjRogU2btyI6Ojo8swWERERmUS5Bipvv+35mnEiIiIijan6qBARERE5Y6BCREREpsVAhYiIiEyLgQoRERGZFgMVIiIiMi0GKkRERGRaDFSIiIjItBioEBERkWkxUCEiIiLTYqBCREREpsVAhYiIiEyLgQoRERGZFgMVIiIiMi0GKkRERGRaDFSIiIjItBioEBERkWkxUCEiIiLTYqBCREREpsVAhYiIiEyLgQoRERGZFgMVIiIiMi0GKkRERGRaDFSIiIjItBioEBERkWkxUCEiIiLTYqBCREREpsVAhYiIiEyLgQoRERGZFgMVIiIiMi0GKkRERGRaDFSIiIjItBioEBERkWkxUCEiIiLTYqBCREREpsVAhYiIiEyLgQoRERGZFgMVIiIiMi0GKkRERGRaDFSIiIjItBioEBERkWkxUCEiIiLTYqBCREREpsVAhYiIiEyLgQoRERGZFgMVIiIiMi0GKkRERGRaDFSIiIjItBioEBERkWkxUCEiIiLTYqBCREREpsVAhYiIiEyLgQoRERGZFgMVIiIiMi0GKkRERGRaDFSIiIjItBioEBERkWkxUCEiIiLTYqBCREREpsVAhYiIiEyLgQoRERGZlmkClSeffBKKomDcuHHlnRUiIiIyCVMEKt9++y1eeeUV1KlTp7yzQkRERCZS7oHKqVOnMHDgQMydOxcVKlQo7+wQERGRiZR7oDJq1Ch06dIF7du3LzTtuXPnkJ2d7fIhIiKiK5etPFf+9ttvY/Pmzfj22299Sj9jxgxMnz69lHNFREREZlFuNSr79+/H2LFjsXDhQgQEBPg0z6RJk5CVlaV/9u/fX8q5JCIiovKkiIiUx4qXLVuGm2++GVarVZ+Wm5sLRVFgsVhw7tw5l78Zyc7OhsPhQFZWFsLCwko7y0RERFQCinL9Lremn3bt2uGHH35wmTZ06FDUqFEDDzzwQKFBChEREV35yi1QCQ0NRe3atV2mBQcHIzIy0mM6ERERXZ3KfdQPERERkTflOurHXWZmZnlngYiIiEyENSpERERkWgxUiIiIyLQYqBAREZFpMVAhIiIi02KgQkRERKbFQIWIiIhMi4EKERERmRYDFSIiIjItBipERERkWgxUiIiIyLQYqBAREZFpMVAhIiIi02KgQkRERKbFQIWIiIhMi4EKERERmRYDFSIiIjItBipERERkWgxUiIiIyLQYqBAREZFpMVAhIiIi02KgQkRERKbFQIWIiIhMi4EKERERmRYDFSIiIjItBipERERkWgxUiIiIyLQYqBAREZFpMVAhIiIi02KgQkRERKbFQIWIiIhMq1iByt69ezF58mT0798fR48eBQCsWLECP/30U4lmjoiIiK5uRQ5UvvjiC1x77bXYtGkTMjIycOrUKQDAtm3bMHXq1BLPIBEREV29ihyoTJw4EY899hhWrVoFu92uT2/bti02btxYopkjIiKiq1uRA5UffvgBN998s8f0mJgYHDt2rEQyRURERAQUI1AJDw/H4cOHPaZv2bIFCQkJJZIpIiIiIqAYgUq/fv3wwAMP4M8//4SiKMjLy8OGDRswfvx4DB48uDTySERERFepIgcqTzzxBGrUqIGkpCScOnUKNWvWRKtWrdCsWTNMnjy5NPJIREREVylFRKQ4M/7xxx/48ccfcerUKdSvXx9paWklnbdCZWdnw+FwICsrC2FhYWW+fiIiIiq6oly/bcVdSaVKlVCpUqXizk5ERERUqCIHKiKCd999F2vXrsXRo0eRl5fn8veMjIwSyxwRERFd3YocqIwbNw6vvPIK2rRpg9jYWCiKUhr5IiIiIip6oPLWW28hIyMDnTt3Lo38EBEREemKPOrH4XCgSpUqpZEXIiIiIhdFDlSmTZuG6dOn4+zZs6WRHyIiIiJdkZt++vbti8WLFyMmJgaVK1eGn5+fy983b95cYpkjIiKiq1uRA5UhQ4bg+++/x6233srOtERERFSqihyofPzxx1i5ciVatGhRGvkhIiIi0hW5j0pSUhKfAktERERlosiByrPPPosJEybgt99+K4XsEBEREeUrctPPrbfeijNnziA1NRVBQUEenWn//vvvEsscERERXd2KHKjMnDmzFLJBRERE5KlYo36IiIiIyoJPgUp2drbegTY7O7vAtOxoS0RERCXFp0ClQoUKOHz4MGJiYhAeHm747BQRgaIoyM3NLfFMEhER0dXJp0BlzZo1iIiIAADMnz8fSUlJsFqtLmny8vLwxx9/lHwOiYiI6KqliIgUZQar1arXrjg7fvw4YmJiyrRGJTs7Gw6HA1lZWWxyIiIiukwU5fpd5OeoaE087k6dOoWAgICiLo6IiIjIK59H/dx3330AAEVR8PDDDyMoKEj/W25uLjZt2oR69eqVeAaJiIjo6uVzoLJlyxYAao3KDz/8ALvdrv/Nbrejbt26GD9+fMnnkIiIiK5aPgcqa9euBQAMHToUs2bNKpE+IXPmzMGcOXP0x/HXqlULU6ZMwY033njJyyYiIqLLX5E705akDz/8EFarFWlpaRARvPnmm3j66aexZcsW1KpVq9D52ZmWiIjo8lOU63e5BipGIiIi8PTTT2PYsGGFpmWgQkREdPkpyvW7yI/QLy25ublYunQpTp8+jaZNm5Z3doiIiMgEyj1Q+eGHH9C0aVP8888/CAkJwfvvv4+aNWsapj137hzOnTunfy/scf5ERER0eSvyc1RKWvXq1bF161Zs2rQJd911F4YMGYKff/7ZMO2MGTPgcDj0T1JSUhnnloiIiMqS6fqotG/fHqmpqXjllVc8/mZUo5KUlMQ+KkRERJeRy7KPiiYvL88lGHHm7+8Pf3//Ms4RERERlZdyDVQmTZqEG2+8EZUqVUJOTg4WLVqEzMxMrFy5sjyzRURERCZRroHK0aNHMXjwYBw+fBgOhwN16tTBypUr0aFDh/LMFhEREZlEuQYqr732WnmunoiIiEyu3Ef9EBEREXnDQIWIiIhMi4EKERERmRYDFSIiIjItBipERERkWgxUiIiIyLQYqBAREZFpMVAhIiIi02KgQkRERKbFQIWIiIhMi4EKERERmRYDFSIiIjItBipERERkWgxUiIiIyLQYqBAREZFpMVAhIiIi02KgQkRERKbFQIWIiIhMi4EKERERmRYDFSIiIjItBipERERkWgxUiIiIyLQYqBAREZFpMVAhIiIi02KgQkRERKbFQIWIiIhMi4EKERERmRYDFSIiIjItBipERERkWgxUiIiIyLQYqBAREZFpMVAhIiIi02KgQkRERKbFQIWIiIhMi4EKERERmRYDFSIiIjItBipERERkWgxUiIiIyLQYqBAREZFpMVAhIiIi02KgQkRERKbFQIWIiIhMi4EKERERmRYDFSIiIjItBipERERkWgxUiIiIyLQYqBAREZFpMVAhIiIi02KgQkRERKbFQIWIiIhMi4EKERERmRYDFSIiIjItBipERERkWgxUiIiIyLQYqBAREZFpMVAhIiIi02KgQkRERKbFQIWIiIhMi4EKERERmRYDFSIiIjKtcg1UZsyYgUaNGiE0NBQxMTHo0aMHdu7cWZ5ZIiIiIhMp10Dliy++wKhRo7Bx40asWrUKFy5cQMeOHXH69OnyzBYRERGZhCIiUt6Z0Pz111+IiYnBF198gVatWhWaPjs7Gw6HA1lZWQgLCyuDHBIREdGlKsr121ZGefJJVlYWACAiIsLw7+fOncO5c+f079nZ2WWSLyIiIiofpulMm5eXh3HjxqF58+aoXbu2YZoZM2bA4XDon6SkpDLOJREREZUl0zT93HXXXVixYgXWr1+PxMREwzRGNSpJSUls+iEiIrqMXHZNP6NHj8ZHH32EL7/80muQAgD+/v7w9/cvw5wRERFReSrXQEVEMGbMGLz//vvIzMxESkpKeWaHiIiITKZcA5VRo0Zh0aJF+OCDDxAaGoo///wTAOBwOBAYGFieWSMiIiITKNc+KoqiGE6fP38+brvttkLn5/BkIiKiy89l00fFJP14iYiIyKRMMzyZiIiIyB0DFSIiIjItBipERERkWgxUiIiIyLQYqBAREZFpMVAhIiIi02KgQkRERKbFQIWIiIhMi4EKERERmRYDFSIiIjItBipERERkWgxUiIiIyLQYqBAREZFpMVAhIiIi02KgQkRERKbFQIWIiIhMi4EKERERmRYDFSIiIjItBipERERkWgxUiIiIyLQYqBAREZFpMVAhIiIi02KgQkRERKbFQIWIiIhMi4EKERERmRYDFSIiIjItBipERERkWgxUiIiIyLQYqBAREZFpMVAhIiIi02KgQkRERKbFQIWIiIhMi4EKERERmRYDFSIiIjItBipERERkWgxUiIiIyLQYqBAREZFpMVAhIiIi02KgQkRERKbFQIWIiIhMi4EKERERmRYDFSIiIjItBipERERkWgxUiIiIyLQYqBAREZFpMVAhIiIi02KgQkRERKbFQIWIiIhMi4EKERERmRYDFSIiIjItBipERGQu06YBjz5q/LdHH1X/TlcNBipERGQuViswZYpnsPLoo+p0q7V88kXlwlbeGSAiInLx8MPqv1Om5H/XgpRHHsn/O10VGKgQEZH5OAcrjzwCXLzIIOUqxaYfIiIyp6ZN1X8vXgT8/EonSGF/GNNjoEJERKXjUoKACxeA/v1dvz/4YEnmTnW59oe5igIsNv0QEVHJmDZNvbBrNR9aEKDJzc2/wGpNOt7cdBNw7BgQFAQkJAC7dwMzZgABAa7LvFSXa38Y533rnEdf9u3lRi5jWVlZAkCysrLKOytUGqZOFXnkEeO/PfKI+nciMo9HHhEBXM9bbRog0r+/yLRpnmnc3X9//jzz5ol8+62IouRPc5+3JMoD53wCIm3aeE/nbV1lXWa572+j/W9SRbl+M1Ah8/J20l1GJ2OZM2NwZ8Y8UdH5+jtq52e3biL9+olERLgGAIDrb2603Lp11XQJCSJTpqjT2rVTp1mtImPG5M/nLTgq6nH144+e+Rw50nM7Cyp7yqPM0gI/m+2yKhcZqFD5KskLk3aC33KLyJdfMkgpjBmDOzPmiYrO/ffyFiicPClSoYLnRd/5U726yNmznst95BGR2293Tast9+JFkeRkdVpSUv4F2lsNTlGPq2rV1Pmca24AkSZN1G3ydbllXcsxY0Z+XhVFJDvbOE8muyG4bAKVL774Qrp27SpxcXECQN5///0izW/aQMX9Qu383f2AKeoBVFp3p8VdrtF82onZtq3ntno7Yb2t/8wZkZgY14Jj+nTP+YzyqE3zZdsu17v+gvZ/y5Yid90l0rq18QVGS+vteCyNgLNnT5GdOxmkXK7cgwr3QOG330Sio13PVz8/kYkTXe/6AZGUFJGcHNflAiLx8d6beH77TcTf3zOguNSgYOjQ/GXu3CnywAOu26Cty9fldu+eX/tTmsf5jh3569A+gYEimzfnpzHpuVaU63e5dqY9ffo06tati9tvvx09e/Ysz6wYc+8Y5uzRR/M7hrlz7+Skfc/MBNasye/k5N7pyX19zt+19Tkvq2XL/PU7L8uX5Wj5BFyXq/G105tRh66HH87f1osXgalTgccec+2c5kunuxEjgMaNgaNHXdf57rvA/fcDgYGu8znvx3XrXPe1L9vmvh3uy/FlP2rfC0ozbVr+sgqaz/m3dU/jvv+dj4cePYCXX1bzvm4dPBgdj0b7zJdjzVcTJgCLFgEZGeoHMHdHxaudt7Jv8mRg8WL197e4DRr97jugTRvg1CnAbgfOn8//98kn83/v228H5s8H9u0DrrkGWLAA+P77/OUcOqT++8ADnutPTlbX37OnelnWTJkCTJ+unidt2xatzH7kETU/AHDXXUC1amp+g4PzywQRQFGAMWMK33eLFgHLl6v/z81V5xs71vf8+CovD+jYUV1G1arAG28A7doBZ88CDRoAL76odkaeOtV7uVuS+SlNZRA4+QRmrFExikSnTlVrCrTp3u5OtXlbtxY5dUokPV393qqVWkvgfpfrPI9WE+H83Tmt9l1L5/53X5ZjdDfkPO2uu/LzbFQ7ZLStbduKPPSQyKBB+ZG9URWuUR7d1z9ypEhoqOtdmPPdWEKCyMGDrvNMny6Sl+e6f9zXB4gMHGi8be55cl+OL/uxOPva23zuv6373ay237Q0tWurHQALqnK/917PY8jou6awY839eDA6H06fFunY0TUfFouQiRmVffv3i6SlFXx8ASLBwQUf+yIiI0YUvAybrfC8aeWBxeI5v1bratQ85X7M9u6t/i0kRGTCBNeaQu141z6VKqnlufuytXmWL/es4QBEgoLU2g9tPvfzyHnbjGoqjWo3u3TJr7UZO1addvy4SGSk67rT041/V6MyvAxrXS6bph9nvgQq//zzj2RlZemf/fv3l2ygUlgzxpQpvl28RNQLQmEntPMJpdGW06yZekK4r2/yZPW7Vj2qVUm2bm28nPR0NTDSLmDu+dbyfPGiyJAhxnmcPNlzfzhv69mz6kWysG3t3FkkN9czj2lpagHRqJHxCe68Lq2K1vkTEZGfTvvUqZM/39GjIh06+Lb/mzVz3a/XXKP+O368yPnz3n9/bVlGgZJzmgcfFMnKUtO670dfggf3YLJ9e9f8ah+t+t1u99xmLW1AgOt0rYC78UaROXPyjxltWdp83vJjFHA99JDaBGW07++8U644JdVcVtZNkQWVfW3aiNx0k2eTi9EF2f2YLqjD66hRrsfk9der//fz837RdF+O8/Hn/hk8uPCbhKlTRapUyd9Oo3SPPCJy993586Smivzzj+ey167N30fa8jZtyj8HrVaRJUs8y2Jfgin3AGPs2Pz95L6v8vI8y4N77vHch9p8RjfNzmlLqdn7ig1Upk6dKgA8PiUWqBidTLm5Itde6/qjJyaq/957r9pxSSuImzUTWbEiv1OWr5+bbxb5/nv1AuF8omqfsDDji5H7p1kzNaLXLsruNRracrXlpKWJ1KzpWx7btBH56SeR0aPzpw0aJDJsmOvJqX3uuEPt8e+e75QUkS++8LxTMfp4axceN863PBtdpI0+/fqJvPSSerdUlOVq+QsJ8VyXFgRoaYKCPH+/0FCRihXV/2t3hdp37SLQtGn+Pjh9WmTAgMLz594urh3XKSlFOy4L+rRtK7J+vRosadPGjxc5cCA/2GvcWP04z/fII67bMG2a7+en2foRlVT/LCNG6X2tzXX+bpTHwmpFtWm//+5Zg6LVchpd9LUaDvdaOfc8uW+j87ljFCQUtE+c1//ww543JM7nnHZT4jxP587553Bh67/jjvz5rrkmv+ZYKwu1ZQCuN46HD4s4HK750oIjX2tc3adVreq5Xe77xP060r+/GsQ4l+HOH2/LKaValis2UCn1GhWR/B9n2jSRBQs8O4YV5ZOa6noias0N2gHkfiD5+qlcWe2J7nxRKqmPVquh5bmw3vvaRwtWtG1yLlDz8kS6djWez2p1vUPTmggKKvS030i7uA8bln93pq3fudDQCqwePVy3raBARtuvVaqU7AW+OB+jQFD7WCwiL76o3mE559t9vxldUBo0cN1n3bqpz6/Q9qvFotamaYW5URV7UT5agfef/7huk9EdpHve3e8qNb5cvH1pnipOGm/V6Fp+atUS+fhj3zozFxQ8tG6tBoG+1Ob60lxodBEUyc9nlSrGtZtGNw7eatQKu7i558soP+7Lcg+6vO1/reOut/MFUGuAa9UyPj6N1qUZPLjw49y9dltE5Nw5zxsVo5opo2bwsWPVm7s+fTzX5VxTYrTPnJ9H48unXTuRQ4fKpJblig1U3JVaH5X+/V1/PO1A0gr0Jk087xSdD0KLRT2AnH9ob4WM8x2AoqhDzYYPV79rF1KtWUXLh3sV5dSprnmwWNTlaCeVthwtz9qF6uab8wMI5/4f7hF8nz6u2xcbq/YRcT/5vW2rRruYavO89lp+oVLcu6qC7jwaNnT93YzSNG/uvSB2vxBoedQKcW2f3XVX/rZpabQgQEszapR6sXFOc+ed+XdlWjotuNX2qVEgqv2O2nIKulC57zetEC3some0bBGRSZM8j3ejpjftzlvbFm8XN39/NXBx/x29NRkUdTuMLoQllcZ9W6ZPF7ntNtffz/nj7bjytuzc3PymR+2j1biNGydy4ULRmwvvv9/1jrp3b/Uc1Ib9un+0mgDn48HoXDQKsLwFK94CEG/ne1FGHGq0/aCdV4XVrtrtxssx4lwznZYmEhdX+HK0bdPykZRUcH58+VitBe9X5/3kPq9WI6Nti7ebIfdl+RqI+oCByqVatiz/h/L14qUFDwVdcL11ei3owlDUTo/Od9QFLcdbwWxUULjn0Tm90R18YRdLozz6cldVUODiPt15e33ZNm81EYXtf6Nl+5KmKPNpgYlRwOXteChov3k7Hot7rDmvw/04dj5mnDk/A+PWW4t3PBo1j/my/y9cEGnRQv1+3XUiq1apQaOWRutrpN1VNmsmsmuXyH335aeZMkVkzx7Pmxrnj1FT7d13q83F2vobN1Y7WU6Z4prHL790HaZb0EfbD9r6tObcRx5R+1VpwZMvn8hIzyDZ241DcZviSrsJr6CbGW2bOnfOryn0dowWtGyjstDbcrzlRzuvtf3tfLPo7XjSuiEYPdytKIGbUX569vS84QbyO+qWYJAichkFKjk5ObJlyxbZsmWLAJDnnntOtmzZIr///rtP85daoKJ1dCzuxcvX51YU5+7Ql1E+xbnL9PUO1mg+X3qwuy/XPY++3FUVt73dl20rqdFTvqQx2o++BA9Gy/Fl/7vvN6Pj0X1bvS3b2z4p6Lf1VsCNHOlaEFeokH+n6VwjMWyYyNdf5zedGn3c+w1pHYO15cTGevYTKK3PnXd61or60mwWFuZZs6GVQdpyWrbM7wN0KZ8qVdQgTdtfNpvIL78UXvaV8MWqxPlyM1PQ+VjQdhUUAHlbjrflFhRMazckDz6Y/3v4WuNcWL59uQEw6pLgXmteAi6bQGXt2rVi1Dl2yJAhPs1fKoGK849a3IuX+3IKW4+mOJ3liruc4vYJKOxAN9peX/JotP7i8uWOzVt+3X//wi7wxenb4LysgubzNeBynqe4irvPfA24vO3v4vSxcu5D43xRLeqnQgXXO0hfO187fxQlf4SZc78qo2137xOhDeMtaNneyh7n/Go1Str64+M9a3Pq13edx/m3KkoTYkkca6XJl34sJVWG+bIcXztcFxZMFSfPRn8v6g2p88CQojSP+eCyCVQuVYkHKiV18XKer7SrP0uzGtXXGozC1lfaVb3FYcY8uTNbHn05HopyPrhfKO+4Q31VgnPwUbmya4DSq5dxAat1Ltcu1jVquH4fPDj/2R3emqemT88f/u+tSXf69Pw2f6O73MKa4gpa/4gR+R0mtSCsuE2R2kjEgvpnFSXf3o5DsyvNMqw4yzFali/BVGn04ynoBsQ5X+4BbglhoFJcZrswEF2pvN3ReZtmFBRoSqsfUXH6dV1qZ+aCajTc78Tda1iM8l3Yfi0s31p6ln2lpySDoJJav7Yeo1qWEgpWLptH6JtOQY8O5qO+iUqG8yP4fT2vJk9WH++fmem5rDVr1Memt2zp+n3NGvW70fpLIk1urufrF4xee+C+vb4s2/11Bc7rc37Fg/Myc3M994dRHp2naXk0yreGZV/pMrrulOW1yGhdRueo9q/7q0bKgCIiUmZrK2HZ2dlwOBzIyspCWFhYeWeHiHxh9L4R93cfae8Zcr6gur+fyejdJSX1PiZf0jgX8AW9J6U4efR12YWty5mZ3+VC5lIGx1FRrt8MVIjIfHjBJbqiMVAhIiIi0yrK9dtS4F+JiIiIyhEDFSIiIjItBipERERkWgxUiIiIyLQYqBAREZFpMVAhIiIi02KgQkRERKbFQIWIiIhMi4EKERERmRYDFSIiIjKty/rtydrT/7Ozs8s5J0REROQr7brty1t8LutAJScnBwCQlJRUzjkhIiKiosrJyYHD4SgwzWX9UsK8vDwcOnQIoaGhUBSlRJednZ2NpKQk7N+/H2FhYR7fSzNNea+feWQezbR+5pF5NNP6r5Q8luR2FIeIICcnB/Hx8bBYCu6FclnXqFgsFiQmJpbqOsLCwlx+DPfvpZmmvNfPPDKPZlo/88g8mmn9V0oeS3I7iqqwmhQNO9MSERGRaTFQISIiItNioOKFv78/pk6dCn9/f8PvpZmmvNfPPDKPZlo/88g8mmn9V0oeS3I7Sttl3ZmWiIiIrmysUSEiIiLTYqBCREREpsVAhYiIiEyLgQoRERGZl5CHF198UZKTk8Xf319q1KghLVq0kLi4OAEgt956qzRs2FBCQkIkOjpaunfvLlOnTpVrr71WQkNDJTQ0VK6//nr55JNP9OXNmDFDAHh8qlevLgcOHJCBAwdKRESEYRoA0qBBA6lcubIEBARIlSpVZNCgQVK5cmWxWq0CQJKSklzymJGRIYMHDxZ/f399GTVq1JDQ0FABIFFRUQJAYmJixGKxiMViEQBy0003SVJSklgsFlEURQDIyJEjpWvXrhIUFCQApGrVqh75q1SpksTGxurzePto+bVarVKzZk2pWbOm+Pn5CQCx2+1SpUoVl/0QFxcnLVu21PMNQMLDw8VutwsAsVgskpKSIjVr1tS3VVEUCQkJkbS0NAkJCdHTGu3f0NBQlzx5y7e2fywWi0REREhQUJC+rREREVKjRg19fovFIv7+/vrfQ0JCJDY2VhwOhyiKIoqiiMViEZvNpufXZrNJ3bp1ZdSoUXLttdd6zYufn5/ExcVJQEBAgfsZgAQFBUlQUJDUr19fbrrpJgEgAQEBEhoaKtdee60AkDp16khERIQEBwfrx472e9x///36/g4ICJCkpCSJiYnR91VUVJTcdNNNct999wkAueeee+SGG24oME+JiYkSFBSkr6M4H+33LOij/V5l9VEURaxWq1itVvHz85OwsDAJDQ0Vm80mdrtdAgICJCIiwuW4jYuLk3r16unTrFar2O12/dyzWq0SGRkpCQkJYrVa9eMmOTlZbrjhBv14DwwMNPztGzdufEn72ewfRVEkKipKqlevLoGBgfr+qVSpklSqVEk/BgIDA6Vz586SkpKiTwsJCXE5h0NCQqRp06YSERGhTwsMDJQ77rhDHnroIb38MTr2UlNTZeTIkYa/g/OncePGEhwcrOc9ODhYAgIC9HzXr19fBg0apJezWjmmrdPf31/i4+OlcuXKYrPZ9GPCbre7HB/XXnutrF27VsaOHSshISFez49rr71W4uPjCy2ztXxec8018uSTT0qdOnX0/RgRESGfffaZy7Xz+PHjMmDAAAkNDRWHwyG333675OTkXPI1mYGKm7ffflvsdru8/vrr8tNPP+mFwvz58wWA1K9fX+bPny8//vijbN26VTp37ixRUVHy3nvvya5du2Tnzp3y4IMPip+fn/z444/yzTffSOXKlSUmJkYiIyPl8OHD+mf37t2SnJwst912m2zatEm+/fZbWbx4sXz99ddy+PBhWbVqlQCQsLAw+eijj2Tfvn2ydOlSsVgsEhwcLI8++qgAkFatWondbpe5c+cKAP2A79Onjzz33HN64TVq1CgBII899pgAkJ49e8qdd96pB1IxMTHy+OOPy9133y0zZ87UT86uXbtK5cqVBVADlQYNGsjYsWPltdde00+i66+/Xp555hkBIGPGjJHZs2e7pAEgI0aMkJUrV8rkyZP1k3HixIny4YcfSq9evfRpL730kixatEjCw8MFgPTo0UPGjRun5yc0NFQyMjLk1Vdf1Quc++67T1auXCmLFy8Wu90uiqLIPffcI82bN9eX27x5c8nMzJTVq1dLWFiYAJBRo0bJu+++K61atRI/Pz95/PHH9TRaoTF9+nRZvXq13H333fq2vPjii7J8+XJxOBwCqBfqjIwMiY+Pl8DAQP1kXrx4sVSvXl0sFotMnz5d3nzzTYmIiJCoqCixWq0ya9YsadOmjR409erVS1q1aiUAJCUlRaxWqzz55JOyYcMGmT9/vthsNrFYLDJ79mz5+OOP5cYbb3RJk5SUJADEZrPJihUrZNiwYXqBM3DgQFm0aJEEBQWJ1WqVkJAQ+fzzz+XNN9/UL7LNmjUTQA0SHQ6HdOvWTfbs2SMvvfSSftwNHTpUvv/+e2nZsqVYrVapU6eOtGzZUpo2baofD7Vr15bDhw/LihUr9IC4WbNmsnjxYklISJDExEQZOnSonkYL3MLCwmTjxo1y77336sftmjVrZM2aNZKYmCgWi0UqV64sn376qSQmJkpoaKhER0cLAFm+fLl07txZbr75ZklLS5OlS5dKZGSkXH/99TJixAhJTU2VDh06SHx8vNx7770SExMjbdu2FQBSrVo1qVOnjlSvXl22bdsm//d//yd+fn4SHR0tmZmZkpmZKf/9739lxIgReprk5GQBINHR0dKrVy+5/fbbBYDUqlVLYmJipHv37tKqVSuJiYkRRVGkadOmsmDBAmnXrp1+U6Pt71q1aonD4ZCOHTvKvHnzpG7duhIdHS1RUVHSq1cvWbx4sfTo0UMURZEGDRpIWlqaxMTESGpqqvj7+8stt9win3zyibz33nsSHBwsISEh0q1bN3nvvfdk+vTpEhkZKV26dJFPPvlEnnrqKf18f++992TTpk16EDp48GBZt26dVKpUSQDIpEmT9H2tpXHe1w888IAAkKlTp0pKSoqkpqYKAJkzZ46sXLlSOnToIJGRkQJA6tWrJwD0/TZv3jx9X2sX+ueff14yMzP1811Lo80DQMaPHy9jxozRz+vAwEB58cUXpUOHDvpyOnbsKJ988ok0bNhQADUA1+bRblr69u0rGRkZ+s1XQECAzJs3T1auXKkfF/7+/pKSkiIxMTH6fLfeeqt88803MnfuXD0Y7Nmzp3z00UfSoUMHASC9e/eWb775Ri8z/Pz8JDk5Wd5++21JTEzU8/7CCy/ILbfcogee8fHx8vrrr0vNmjVdbhgXLVqklweVK1eW2bNnS1JSkh7cPv/889KnTx+x2+1is9kkLi5OPzYiIyPFZrNJlSpVJCMjQ5YtW6Yv++mnn5bVq1dL9+7dxWKxSHh4uEyYMEHf14GBgfL111/Lyy+/rAc5Tz/9tHzwwQeSnJwsVqtVjh07pl8/b7jhBqlbt65s3LhR1q1bJ1WrVpX+/ftf8nWZgYqbxo0by6hRo/Tvubm5Eh8fr1/M33//fZf0R48eFQDyxRdfuEyvUKGCvPjii5KWliarVq2S5ORkiYqKcknzwAMPSIsWLbzmZezYsRIUFCRDhw7Vp505c0YURZHWrVuLiOh5uu666+Shhx4SQL0Lfvrpp/V5tAvXCy+8IABky5YtHtuiHZi///67x7SoqCj58ccf9UCle/fuLmnS09NdvrvvI61Q1OzcuVNftrbf/v77b49pGzZsEAAye/ZsWbt2rQCQ3bt3u6SZN2+eAJA1a9boy9fSVqhQQQ4fPqwvt3fv3nqa6667zmU5Rr+jVkho01auXKlfPOfNmycnT57UC6r77rtPRER++eUXPQ0AOXHihIiox8O8efNERGTJkiVit9v1adu2bRNAvbMLDw/X89y1a1eX+Zo0aSKTJ092mea+bIvFIq1atdKPv4SEBP13u+uuuyQtLU0WLlyo3+Xl5ORIWlqaHlC2bNlS/w3T09Nl7NixeprJkyeLoigyZswYycnJ0S9mtWvXlqCgIKlSpYq+7fXq1dPnq1GjhlSqVElf/6pVqzyWrSiK+Pv76+eItq8TEhJERFz2dZUqVVz2tbaN2r6eOnWq1K1b12VfP/zww1K3bl19X/fr10/8/Pz0fV2rVi1p0qSJPl+TJk2kZcuW+neN87ItFotem+mc5/bt2+vTTpw4IQCkYsWK+jJOnjwpVqtVqlevLvv27RMActttt7mUBd98840AkEaNGunTtIu3dj4mJydLxYoVJSIiQk9zyy23SK1atVyW5V7OdO/eXYKDg+WRRx4Rkfzz0c/PTx588EE5efKkfiF79dVXXfa1Vhur7euxY8dKamqq5OXlyZIlS8RisejfRUTf31arVQ4dOqQHCg6HQ0/TpEkTady4sct8zsvV9rW/v7+EhoZKXl6evq9DQ0MlNTXVZV+HhITIwIED9X2tlT/avm7ZsqUkJyfrabR9XalSJX0fZWVl6RdmbV87HA4JDAzU5xMRCQgIkJCQEP17ly5dXJatBQAA5KOPPnIp+8LDw+Whhx6Sixcv6mVN3759RUT041IL8rZs2SJnzpxxSfPll1/qgd9DDz2k51kLMH788UcJDg6WmjVruszXq1cvURRFUlNT5aGHHhIR8Vi2ts+068qOHTsEgDRp0kTfVq3MHj58uIiI/PzzzwJAvv32Wz3NihUrRFEUOXjwoFyKy/pdPyXt/Pnz+P777zFp0iR9msViQfv27fH1118bzpOVlQUAiIiIAADk5uZi6dKlOH36ND777DN06dIF7du3BwCcPHkS8fHxCAgIQNOmTfHNN9+ga9eu6NOnD7744gskJCTg7rvvxvDhw3H+/HksWLAAzZs3x5o1a7Br1y5Uq1YNW7ZsgYjg+uuvd8lHYGAg1q9fr69HW6emWrVq2Lx5c6H7IDw8XN8X2vaPGzcOtWrV0tNkZmYiJiZGTxsZGYlOnTphy5YtAIBNmzahR48eAIAjR44AABRFwcGDBxEfH49169bpy9L2mzav87SYmBgAwL59+3DNNdcAyH81uJZGW350dDQA4PTp05g3bx4AYPLkyahYsaK+3NWrVyMqKgpRUVHYuXMnAOCee+7B4cOHkZyc7LLc77//Xn/9uNVqRV5eHlauXAkAuHDhgv77XbhwAQDwzz//AADS0tIQGRmJEydOAFCPh7fffhunT59G06ZNAQAnTpyAv78/Tp8+jbp16+K1115DVFQUjh8/jhdeeEHP8+eff46zZ89ixowZ2LZtGzZt2oQaNWrg5MmTmDBhAt588020bdtWX/b333+PvLw8/Pnnn/rxV7FiRRw8eBDh4eHIzMxEly5dXI7VUaNGoUuXLrj99ttx991348cffwQAtG7dGjNnzgQAPU1ycjKsVissFgtGjhyJyMhIKIqCvXv3IjIyEjfddJM+z44dOxAVFYWgoCCcOHECVapUwfz586EoCh599FH9dxw1ahQaNmyI3bt3Q0T0c+TMmTMAgOPHjyM+Pl7f7wCwf/9+/Tyy2Wz4888/AQD16tVD8+bNERMTg927dyM+Ph4XLlyAoijIycnB7t270axZM9hsNmRkZEBRFFx33XUAgAMHDuDcuXP4559/YLPZkJubi4oVK+Lo0aOwWq2w2+1o2bIlatWqhd27dyM6Olp/KWp6ejp69+6NTz75BACwdetW3HrrrejTpw/WrFmjH0PO57nVakVgYCDuvvtuAMCiRYvQsmVLPY32DpVGjRrp07RjKjY2Fm3atMHJkycBqOeWv78/cnNzkZubi+DgYOTk5MDf3x95eXlQFAWtWrVCnz59sHbtWhw/fhzVq1fH8uXLcfvtt+tvoQeATp06YePGjcjLy0NoaCg2bNiA4cOHo0qVKrBYLEhNTcWxY8cAQC+j7rvvPiiKguPHj0NEcPvtt0NRFJw+fRpz5swBAPTt2xdxcXEA1DLT398f0dHR+rkYFBSEyMhIVKxYEdWqVcMPP/yACRMmQFEU/bi+cOECAgICsHPnTqxatQoAcPHiRWRlZWHXrl3Izc3Vy4B69eoBAH777TdYLBZkZ2fj119/BQDEx8djw4YNehqtXDx9+jR27dqFypUrY8qUKQCAgIAA+Pn5AVAfdJaVlYVly5ahevXqqFOnDv755x8EBQWhRYsW2LVrFxRFwV9//YV69erhyJEj+Oijj2CxWJCXl4dTp07p5QQAVKhQAevXr8fvv/+ulzU7duwAAAQHB+vnqObixYsuabTjISgoCOvWrUN4eDhCQ0ORk5OD8PBwvczeu3cvAGDZsmW48847sWLFCogI/vzzT/z3v//FqlWrMG7cOH3ZzmW21WrF+vXrERISAgDo3r27S/7tdrt+3fn6668RHh6Ohg0b6mnat28Pi8WCTZs24eabb0axXVKYc4U5ePCgAJCvvvrKZfr9998vjRs39qgtyM3NlS5dukjz5s1l+/btEhwcLFarVRwOh0yYMEFq164tZ8+eFRGR2rVrS+fOnWXbtm3y6aefulSTT5o0STZv3iyvvPKKBAQEyBtvvCHvvPOOWK1W2b9/vzzwwAN6XwZFUaRSpUqSnp6u53fs2LFisVikWrVqekR96NAhPZ8ApFmzZtKlSxfDGpWzZ8/qdxoffvihBAcH6xF+WlqafleDf2tPPvjgA9m+fbu8/vrrehXmM888oy8XgGRmZoqI6NXMWnOGzWYTm80mfn5+EhkZKX///becO3dObrnlFv0uw3nfhoSEyIQJE/Rako4dO0rz5s1FROTIkSMSEBAgiYmJ8tJLL+ltwDabTSIjI/Xl4N872k8//VS2b98uU6ZM0fP9+uuvy3fffScpKSmiKIrs2rVLRETuvPNOCQ4O1pufnD+tW7eW4OBgl74QvXv31n9/q9UqDRo00O8kHQ6HfPzxx7J9+3a9pkXbB9r8fn5+0rFjR/040o6Nl156yaWPk6Iocuutt+rt8gDk1Vdfle3bt+vNJ9q/gNrkExQUJBUqVJCIiAg5duyYXj2dmJjocowGBATobeInTpyQ9PR0ueGGG6R27dqyf/9+qVSpklSoUEHf7rS0NOnXr584HA6JjIzUj6P4+Hhp2LChVK1aVa/l0/Ly9ddfy7hx40RRFGnVqpXUrl1bhg8fLtWqVdPb1K1Wq95+HxAQIGvWrNH7wmj7XzuP/P399Ty/++670rRpU4mOjpY333xTMjMzJTo62uU3TE5OlvT0dHE4HBIVFSVfffWVAND7ET322GNy55136ulDQkJk/vz5erNLRESEvPnmm9K3b1+9Jkf7XQIDA/W82Gw2GT9+vLRr105P07VrV/081+bRmga0fkldu3aVr7/+Wq+t0prknI+/Ll26yObNm/WmCKvVKsOGDZOpU6fqaSwWi9x+++16c4e27HvuuUeCgoIkICDApVkUgNStW1f+/vtvlybOjh07iojIO++8IwCke/fu+vGhlVEHDx6Uv/76SyIjI0VRFHn88cf1Y1g7TrU7am19CxculO3bt8u0adP0dT377LOyefNm6dy5swCQdevWiYjIXXfdpfehcv80bdpU7rvvPr3/F/6tCXAuL2vVqiU1atRw6Y/RqlUrPQ2g9tfSmp+1T0JCgkyYMMFlvlq1aul9iLRp2nqczzutzwgAmTJlit48qU3TmnpSUlJk5MiRLjUhBw8elIsXL7r0Mfnuu+/krbfe0tPs3btX6tev79I3Ji4uTj/etOVERkZKenq6AGqzeUpKistvnpCQII8//rjL+rVztnr16vp05+NTK7OffPJJ/dwREXn88celWrVqHtfV6OhomT17dpGvx84YqDgpaqBy5513SnJysuzfv1/OnTsnu3fvlu+++07uvvtuURRFMjIy9LRaVbdGq6bUqi01Y8aMkeuvv146duwoXbt2lcWLF0tiYqIsXrxYtm/fLv/3f/8nDofD5SCqWrWqDBw4UGrUqFHkQOX8+fPSrVs3ASALFy6UU6dOye7du/U+OZGRkXLkyBF9ObfffrvH/gIgq1ev1tM0bNhQ+vXrJyKi5zM+Pl6WL18u27ZtkxYtWugBl3YSaIWu1qSl7du6deu6BCpJSUmyf/9+ycrKkpiYGAkICJBff/1VTp48Kbt27ZLGjRuLoihyzTXXyNmzZ/WLzty5c/V89+jRQ8/3nj179HXVqFFDJk6cKGfOnBG73S7+/v5Sr149WbFihSxfvlxGjBihF0rOBZrNZpNevXrpv3/FihX1C9batWtl4sSJEhUVJevXr5c6depI06ZN5Z577pHw8HD573//KzVr1tQ7T27ZskVv3urZs6dERUXJli1b5OGHHxZA7SMVGRkpn3zyiXz33XcSHR0tgYGBsnHjRgkJCZG6devqBfWzzz4r06ZNc+l8a7Va9QuUzWaTbdu2iYjIH3/8IYqi6H0BTpw4IU2aNJHAwEDZsGGDNG7cWG644QZp0KCBBAQEyOuvvy6NGjUSu90ufn5+MmDAAP33r1atmgQGBsq2bdv05jtA7aytCQwMFJvNJps2bRKHwyHNmzeX0NBQ6dmzp2zdulWmTZvmEow5d0R2bmqsX7++fiE/ceKEnDhxQsLCwuR///ufnuc9e/boAW+jRo3E399f9uzZI2FhYXrT4YIFC/TvznkOCQnRm9W0TtuzZ8/W86zlaerUqTJt2jQ9ENX2dadOnQRQ+z9cf/31LuekzWbTmyNsNptUrFhRmjRpIt26dZP69euLxWKRkJAQl/PRYrFIgwYNREQkOTlZ73Tpfj4GBgbq69ICvuuvv16qV68uo0ePlubNm0tAQIAsX75cmjZtKqmpqR6dkG+88Ua54YYbRESkY8eO4nA4pF+/fvq+1sqorKwsady4sURGRkrnzp31c/GJJ54Qq9UqYWFhejCslQ8a5329Z88efV2hoaH6uehwOCQ8PFyCgoIkOjpannzySbnrrrv0vmja8aH19wEgd955p15eah2VtabvPn36iMVikREjRkh6erokJydLcHCwVKhQQZ5//nl55JFHxM/PTxRFkfDwcFm8eLHExcVJs2bNxGKx6MvWzkmbzaaXz1qQV7VqValcubK0b99egoKCJDIyUmrVquUSJLh/IiIi9MBD22/Ona0bNWokN910k0twcs011+jNQ9py09PTXdJUqlTJY77g4GCXzvHh4eF6/zrnci09PV1SUlL0PmPOZXanTp2kYsWKerMmA5Uycu7cObFarR59LAYPHqyPnND+NmrUKElMTJRff/3VYznvv/++fuBod9jO3y9evCgiIna7XerUqeMy7+zZs/XOh8uWLZPExER58cUXXdI8+uijUr16dTl16pSep759++p3IlowogEgNWvWlNtuu80lUFm6dKn06NFD6tSp4xGEPf/88/qyLBaLyzYkJyfr+0uL1F9++WV9XTfffLM0a9ZMb0MFoLeFavutb9++0qlTJzl58qTcfvvt+h3HsGHDXPZtpUqV5LnnntODi61bt0p2drbExsaKv7+//PLLL3qeR40aVWBP9/T0dBk1apTL3Vm3bt30dfXt21cGDBgg7du31//+448/uuz7du3aSUJCggwePFg++OADAdTaEOe220qVKukd5rS2/NatW0tMTIy0a9dOL7TbtWsnI0aMkNGjR+vrc75b0zq3jRgxQu8jdP/99+vziYj07dtXYmNjpU2bNvod3axZszyW5b4vnL9brVbDac7fjZZV2IgBo+V4m+a+nosXL0q7du0kOjpa7rnnHn1f22w2adOmjcu+1o4dbV/Xr19f4uPjXfZ1w4YNZeLEifq+1rZX2waLxaJfHH/99Vc9P2lpaTJx4kR9X0dEREjXrl31fR0XFydRUVF6mnbt2om/v78EBgbKiRMnZO/evXq6+Ph4Pd9azaIWqFSsWFGaNm0qAQEBUqdOHTl27Jg+wsz9fHTfh4qi6Oejli8/Pz99XdooJK1/ycaNG/URbL/99pte1gwbNkyaNm2q75vrrrtO7r77bj1NVFSUfiHetm2bWCwWWbx4sTRt2lS/iC9btkxf79ChQ12OOed9rgWb69at09N8+umn+rqaN28uAwYM0AMNQK1tdS4L27VrJ35+fhIVFeWyr1NSUqR69ep6OqvVKoGBgfq+jo2Nlc6dO0tISIi+r8PCwvR+dM8//7zLse28rwMCAvRlO5d/msTERKlSpYoeYGj7OjExUURETp06JYcOHZJhw4ZJTEyMtGnTRr7++msB1Juwzp0762latWqlD2LQRtf07t1bYmNjpXbt2nrZ1LdvX+nYsaNL7ZTzMW6xWCQoKEg6d+6s9yu56aab9PkOHTokEyZM0DueO5fZ2nVF27dNmzaVkydPytGjR0VE9FGEIiKvvfaaXiOuuXDhglitVpeb9uLgc1Sc2O12NGjQAJ9//rk+LS8vD59//rnev0BEMHr0aLz//vtYs2YNUlJSPJbTrl07NGrUCN26dcPWrVuxdetWNGzYEAMHDsTWrVthtVpx6tQpiAhOnTrlMu+uXbtgt9sRExODLl264MyZM7BYXH8mrc+E1o556tQprFy5Um8/DA8Pd9kGbblae7zm6aefxu7du7F69WqPbRg0aBAAtf/JyJEjsXXrVgBAjx499L4adrsdgNpWrbU/A8DBgweRnJyM1157TW8HBuCy38LDw5Gbm4uHHnoIn376KV599VUAwLZt2/Q058+fxx9//IENGzbo7aDh4eFIS0vDiRMn8M0336BGjRouv8nKlSvx3XffwWKxIDQ0FB999BEA4LnnnkOlSpXw/vvvIzMzE5GRkQCAjRs36r/jzp07sWPHDnz55Zdo1qwZAHjd94qiID09HTabDRcuXNC3f+fOnfjjjz8QFBSkz5OdnY3NmzdDURQsX74cAQEBANRj69y5cxg/fjz8/f2RkpKiHzMA8Pzzz+Oaa67BuXPn9PbokydP6vNpv2tAQAB+/vlntG7dGgDQrFkzl+OvcePGCA8PR9euXZGRkaH3I6lVqxYyMjKwdetWLFq0SJ8GAF9++SXq1Kmjt3Vv2rQJW7duRf369fXlfPrpp7DZbIiJiUGrVq3w/PPPAwASEhLQtm1bZGRkYMuWLXA4HACAVq1a6esLCAhAamoqatWqpfe3ql27tss5IiLIzs5Gamoq0tPTYbVacfHiRf1c1Pb16dOn9X196NAhbN++HYGBgfq+PnXqFPbu3Yu4uDh9Xz/44IMICwvDAw88AAB48sknYbFYEBcXh8qVKyMqKgqA2gdK+21/+eUXnDlzBr/88ou+r+vUqYOTJ0/qaaxWq953Jjw8HPv27QMA5OTk6P2gsrOzkZubC5stv4tgnTp1sGXLFiiKgtWrVyMyMhLR0dGwWq0A1PPxxhtvhMViQWxsLLZu3Yr4+HhERETox5rdbkfdunUBwGXZYWFhuHjxIhRFQYMGDXDNNdcgLy8PsbGxmD9/vl7WWK1WHDlyBNHR0bDZbNiyZQu6d++O+fPnIzIyEseOHdOPj0WLFiE6OhozZ86E3W5H69at9eVoIiIiEBkZCbvdjunTp2PkyJEAgGeffRbz588HAKxatQqKogAA4uLi9PycOnVKL0MqVaoEQC17nc9H53PReV9r0533tdbPBADOnj2LzZs34/z58/q+vnDhgt5PZNCgQdi+fTsURUFAQIC+rwMCAtCsWTN92UePHtXzpTlz5gzOnDmDvLw8l32tzRMcHIy4uDhcvHgRf//9N/r16+fS36579+4IDg5GcHAwNm7c6NIH7+jRo1i2bBksFgvWrFmDWrVq4cSJE1i5ciV69eqF0aNHIz4+Hna7HVOmTMG2bdsQHx+PMWPGwGq1onv37vq5cvz4cX2+uLg4/Pjjj8jOzoaiKHqZfe7cOf26kpKSgsDAQBw7dgwOhwPR0dHYsmULcnJy0LVrVwBA06ZNcfLkSXz//ff6/lizZg3y8vLQpEkTXJJLCnOuQG+//bb4+/vLG2+8IT///LMMHTpUQkJCZPXq1QKoTSghISHyzjvv6MOMR48eLZ999pns27dPtm/fLhMnThRFUVzGmCcmJkqvXr1k3759smHDBmnfvr04HA6x2Wzy+OOPy+7du2XhwoUSGBgokZGR8sADD4iIyJAhQyQhIUEfnpyRkSGhoaHSvn17+eijj/S7sdTUVFm+fLkAaht2cHCwTJkyRZYsWSKAOuxT6+ugtUmGhobKk08+KQsWLBAA0qJFC3nppZdk/vz5+sgQbTjaJ598IoBapfnKK6/I/Pnz9SFrAGTo0KF6NbrW7GC32+XBBx8UQK2KDgwMlBdeeEFmzpwpNptNrrnmGgkNDZXHHntMEhMT9b4xTz31lHz66afSoEEDiYyMlJCQEBk/frwAEIfDIRaLRf73v//Jtm3b5OOPP5Zrr71W/02WL1+u12a8/fbbeu/5lJQUCQkJkcWLF8sbb7yhtxE/9NBD8tVXX8m4ceP04bcA5P/+7/+kcuXKEhcXJy+88IJkZmbKf/7zH317n376ab1qG1CrmpcvXy41a9Z0qT6dPXu2fsc/adIkycjIkGHDhunNdA8//LCkp6frzTPPPPOMZGZmCgB9iOTQoUMlKSlJH56rrX/EiBEud3vz5s3T0ymKIm+88YY+ZDw1NVVuu+02eeutt/Rnp4SGhsqaNWvku+++kwYNGkhwcLDexr1ixQoJDg6WiIgI2bNnj2zcuFEmTZok1157rdx2222yYcMG6datm0REREizZs30Zk1A7SPQv39/2bdvn3zwwQd61XTnzp1l9+7d+uihnj17iqIo8uGHH0rVqlXFbrdLmzZtJDMzU6/5CAgIkPfff18efvhh/S730UcfleXLl0v16tXFz89P39/PPvushISEiKIoMmfOHMnIyJBBgwZJ/fr1JSAgQGbMmKEPDU5MTBSHwyHfffedfpft7+8vr7zyirz66qv68PXAwEDJyMiQIUOGiMVi0e+U582bJwkJCXoN3l133SUTJ07Ua30sFov06dNHHA6HXl3evHlz+eijj/T+SxaLRQYPHiyA2jQKqNX2X331lTz//PN6Tdf9998v77//vtSvX18ASKdOnWT37t36cz8sFouMHz9e3nzzTb06Xxuyr/XHwr81A9OnT5eFCxeKxWKR+Ph4iY2NlZEjR8rdd98tNptNHA6H9OzZU0JCQiQwMFBWr14tFStWlNjYWKlTp47+CISYmBiJjo6WmjVryq5duyQhIUEGDRokkyZNkk2bNsm+ffskNjZWqlatKhEREXL48GF9P/Tv31++++472bt3r0RHR0tAQIBYrVZ55513JD4+Xpo1ayYBAQF6mav1M9LWOXfuXL1csdlsEhwcLP/5z3/E4XDov1vTpk1lxYoV0qhRIwHUkWhaHx7tN2vZsqV88803Mnv2bLFYLBIYGCivv/66LF++XD/3goKC5KOPPpK4uDgJDw8XRVHkhhtukAULFuij3ADI6NGjZe3atZKWlqb/to899phkZGSIn5+fhIaGylNPPSVffPGF3tQeFRUlL730kt6EbbFYZPLkyfLJJ59Io0aNxGKx6P2gHnjgAb0P3KxZsyQzM1O6d+8usbGxkpKSIhkZGdKxY0dRFEVSUlLkww8/lB9++EGCgoIkKipKqlSpIo899pjUqlVLb2aPjY2Vzz77TH9sRXx8vNhsNr3WzGazSUpKiqxdu1bmz5+vj7x65ZVXZObMmRIYGChBQUF6raWIOjy5fv36smnTJlm/fr2kpaVxeHJp+d///ieVKlUSu93u0u+joE9kZKTY7XaJjo6Wdu3aeTwIJzo6WoKDg8Vut0tCQoLccsstsmfPHvnwww+ldu3a+sPlxo4dKwBk586dIiKSnZ0tY8eOlUqVKukPfGvRooVPeeKnZD7aBdJqtbo8zM1qtUrVqlX1h+Rp04q6fH9/f2natKl06tRJkpOTXdqltU562kPWQkND9XXZbDZp0KCB/nwFu90uEREResEeFBQkderUkS5duoifn59YLBZJS0uTZ599Vlq2bCl16tSRChUqSFBQkM/HOQC9KnvAgAGyY8cOl/5XgFq4+/v7i7+/v1StWlXuv/9+SU5O1h+01bRpU6lXr540bNhQkpKSJDc3V3bt2uXyQC0/Pz+9Q622rXXq1JFKlSq5TCvKb6g1P8TGxuoPsNPWGRYW5tJpNSQkRMLCwvR9bbfbpW3btnpfDrvdLrGxsZKYmKgHR9qDvLRn4mjPtKhRo4Y0bNhQz29QUJDcfPPNPuU7LCzM5cFkffr00csLm80msbGx+sUZUJtH+vTpI3FxcXqeEhMTpXXr1voQ8Bo1asjTTz+td6q22+0SExOj96+Ji4uTiRMnysiRI/WLuvNFubBPZGSkS+fLHTt26MOJAbUZOiIiQt/fWkdgrWmqXr16sm7dOpk0aZIe5K9cuVK6deum91tSFEV/qKF2jthsNqlcubLEx8e7PPBNG3Jf2Me5L1dQUJDceuutMnr0aP2Y09ahHU+hoaFy9913S9u2bV2a3LQ8a+X12LFj9WcOaeePczkREhIid955p3Tr1s2nB1AWVI706dNH5s+f79L8pJ37WgAdExMjtWrVcul837lzZ70/ldH5Xr16denevbvLwzcrV64sP/zwg8t17vjx49K/f3/9/Bk6dGiJPPBN+bdwISIiIjId9lEhIiIi02KgQkRERKbFQIWIiIhMi4EKERERmRYDFSIiIjItBipERERkWgxUiIiIyLQYqBCR6UybNs3l9Qu+UBQFy5YtK5X8EFH5YaBCRGWmdevWGDduXKHpxo8f7/G+KiK6OtkKT0JEVDZEBLm5uQgJCUFISEh5Z4eITIA1KkRUJm677TZ88cUXmDVrFhRFgaIoeOONN6AoClasWIEGDRrA398f69ev92j6+fbbb9GhQwdERUXB4XAgPT0dmzdvLr+NIaIyw0CFiMrErFmz0LRpUwwfPhyHDx/G4cOHkZSUBACYOHEinnzySfzyyy+oU6eOx7w5OTkYMmQI1q9fj40bNyItLQ2dO3dGTk5OWW8GEZUxNv0QUZlwOByw2+0ICgpCxYoVAQA7duwAADzyyCPo0KGD13nbtm3r8v3VV19FeHg4vvjiC3Tt2rX0Mk1E5Y41KkRU7ho2bFjg348cOYLhw4cjLS0NDocDYWFhOHXqFP74448yyiERlRfWqBBRuQsODi7w70OGDMHx48cxa9YsJCcnw9/fH02bNsX58+fLKIdEVF4YqBBRmbHb7cjNzS3yfBs2bMDs2bPRuXNnAMD+/ftx7Nixks4eEZkQAxUiKjOVK1fGpk2b8NtvvyEkJAR5eXk+zZeWloa33noLDRs2RHZ2Nu6//34EBgaWcm6JyAzYR4WIysz48eNhtVpRs2ZNREdH+9zH5LXXXsOJEydw3XXXYdCgQbjnnnsQExNTyrklIjNQRETKOxNERERERlijQkRERKbFQIWIiIhMi4EKERERmRYDFSIiIjItBipERERkWgxUiIiIyLQYqBAREZFpMVAhIiIi02KgQkRERKbFQIWIiIhMi4EKERERmRYDFSIiIjKt/wf4IWp+xV0J4QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# compare against inert to regular table?\n",
    "# need to compare\n",
    "# - merge as insert\n",
    "# - merge as version updates\n",
    "# - merge as ties\n",
    "# - merge as delete\n",
    "# Best way?\n",
    "# 1. Spin up a new DB\n",
    "# 2. Apply same schema\n",
    "# 3. Make a bunch of inserts to it (\n",
    "# 4. Merge into base perf DB\n",
    "# 5. Update\n",
    "# 6. Merge\n",
    "# 7. Delete\n",
    "# 8. Merge\n",
    "# create \"batch size\" number of rows\n",
    "# and on each trial.. merge the next batch?\n",
    "\n",
    "def create_merge_control(c):\n",
    "  c.execute(\"CREATE TABLE merge_control (id PRIMARY KEY, tx INTEGER, content TEXT)\")\n",
    "  c.execute(\"CREATE INDEX merge_control_tx ON merge_control (tx)\")\n",
    "  c.commit()\n",
    "\n",
    "def setup_merge_test_db():\n",
    "  c = sqlite3.connect(\":memory:\")\n",
    "  c.enable_load_extension(True)\n",
    "  c.execute(\"select load_extension('../../core/dist/crsqlite')\")\n",
    "  create_crr_tables(c)\n",
    "  \n",
    "  create_merge_control(c)\n",
    "\n",
    "  for t in range(trials):\n",
    "    offset = t * batch_size\n",
    "    for i in range(batch_size):\n",
    "      c.execute(\"INSERT INTO user VALUES (?, ?)\", (i + offset, random_str()))\n",
    "      c.execute(\"INSERT INTO deck VALUES (?, ?, ?)\", (i + offset, i + offset, random_str()))\n",
    "      c.execute(\"INSERT INTO slide VALUES (?, ?, ?)\", (i + offset, i + offset, i))\n",
    "      c.execute(\"INSERT INTO component VALUES (?, ?, ?, ?)\", (i + offset, \"text\", i + offset, random_str()))\n",
    "      \n",
    "      j = i * 4\n",
    "      c.execute(\"INSERT INTO merge_control VALUES (?, ?, ?), (?, ?, ?), (?, ?, ?), (?, ?, ?)\", \n",
    "               (j + offset * 4, t, random_str(), j + 1 + offset * 4, t, random_str(), j + 2 + offset * 4, t, random_str(), j + 3 + offset * 4, t, random_str()))\n",
    "    c.commit() # each batch is 1 tx so we can get changes per batch for merge\n",
    "  \n",
    "  return c\n",
    "\n",
    "def modify_rows(c):\n",
    "  for t in range(trials):\n",
    "    offset = t * batch_size\n",
    "    for i in range(batch_size):\n",
    "      c.execute(\"UPDATE user SET name = ? WHERE id = ?\", (random_str(), i + offset))\n",
    "      c.execute(\"UPDATE deck SET title = ? WHERE id = ?\", (random_str(), i + offset))\n",
    "      c.execute(\"UPDATE component SET content = ? WHERE id = ?\", (random_str(), i + offset))\n",
    "    c.commit() # each batch is 1 tx so we can get changes per batch for merge\n",
    "\n",
    "merge_from = setup_merge_test_db()\n",
    "merge_to = setup_merge_test_db()\n",
    "\n",
    "def merge(pfx, count, offset):\n",
    "  changes = merge_from.execute(\"SELECT * FROM crsql_changes WHERE db_version = ?\", (offset / count + 1, ))\n",
    "  for change in changes:\n",
    "    merge_to.execute(\"INSERT INTO crsql_changes VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?)\", change)\n",
    "  merge_to.commit()\n",
    "\n",
    "# def merge_noop\n",
    "# def merge_updates\n",
    "# def merge_deletes\n",
    "\n",
    "def normal_insert(pfx, count, offset):\n",
    "  rows = merge_from.execute(\"SELECT * FROM merge_control WHERE tx = ?\", (offset / count,))\n",
    "  for row in rows:\n",
    "    merge_to.execute(\"INSERT OR REPLACE INTO merge_control VALUES (?, ?, ?)\", row)\n",
    "  merge_to.commit()\n",
    "  \n",
    "\n",
    "perf_merge = time_x(\"\", merge)\n",
    "perf_insert = time_x(\"\", normal_insert)\n",
    "\n",
    "plot_timings(perf_merge, perf_insert, \"Clean Merge vs insert\")\n",
    "plot_xincrease(perf_merge, perf_insert, \"x increase\")\n",
    "\n",
    "modify_rows(merge_from)\n",
    "perf_merge = time_x(\"\", merge)\n",
    "perf_insert = time_x(\"\", normal_insert)\n",
    "\n",
    "plot_timings(perf_merge, perf_insert, \"Dirty Merge vs dirty insert\")\n",
    "plot_xincrease(perf_merge, perf_insert, \"x increase\")\n",
    "\n",
    "\n",
    "merge_from.execute(\"SELECT crsql_finalize()\")\n",
    "merge_from.close()\n",
    "merge_to.execute(\"SELECT crsql_finalize()\")\n",
    "merge_to.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0df0bcd5",
   "metadata": {},
   "source": [
    "# Concurrent Queries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "2b935228",
   "metadata": {},
   "outputs": [],
   "source": [
    "def time_chunk(type, fn, chunk_s, chunk_e):\n",
    "  timings = []\n",
    "\n",
    "  # do N trials\n",
    "  for i in range(chunk_e - chunk_s):\n",
    "    start = time.perf_counter_ns()\n",
    "    fn(type, chunk_e - chunk_s, chunk_s)\n",
    "    end = time.perf_counter_ns()\n",
    "    timings.append((end-start)/1000000)\n",
    "  \n",
    "  return timings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "c228c39c-ce26-470f-a1a5-8a43eb531ce0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# for c in connections:\n",
    "#   c.execute(\"SELECT crsql_finalize()\")\n",
    "#   c.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "42f8818f",
   "metadata": {},
   "source": [
    "## Concurrent Updates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "24397ffa",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# We can't do this yet. We need a connection per thread \n",
    "# we can conn to same memory db like this:\n",
    "# cacheDB = SqliteDatabase('file:cachedb?mode=memory&cache=shared', uri=True)\n",
    "# threads = list()\n",
    "# concurrency = 4\n",
    "# for i in range(concurrency):\n",
    "#   chunk_s = i * int(trials / concurrency)\n",
    "#   chunk_e = chunk_s + int(trials / concurrency)\n",
    "#   t = threading.Thread(target=time_chunk, args=(\"\", update, chunk_s, chunk_e))\n",
    "#   threads.append(t)\n",
    "#   t.start()\n",
    "\n",
    "# timings = list()\n",
    "# for index, thread in enumerate(threads):\n",
    "#   timings.append(thread.join())\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9df47ff5",
   "metadata": {},
   "source": [
    "# Debug"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "29fc80eb",
   "metadata": {},
   "outputs": [],
   "source": [
    "# offset changes reads from vtab"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "305ffe30-f7d1-459f-a8f0-08c5016e1839",
   "metadata": {},
   "source": [
    "# Insert data that already exists"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "caea4451-9d34-4f85-990d-e005a6ab379f",
   "metadata": {},
   "source": [
    "# Delete"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "815a52ef-1a1c-48f5-abf2-0c4de6ac3040",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.13"
  },
  "vscode": {
   "interpreter": {
    "hash": "aee8b7b246df8f9039afb4144a1f6fd8d2ca17a180786b69acc140d282b71a49"
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 },
 "nbformat": 4,
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